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Paper Citation Record · LEDGER

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

As of 4 August 2026, this Paper Citation Record lists 100 of 137 outbound references and 83 inbound Pith citation observations for arXiv:2303.17760.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2303.17760 v2

Coverage vector

measured 100 of 137 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-14T01:40:53.351795Z

measured 183 of 183 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 83 of 83 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T08:52:22.517554Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-07-10T06:15:00.866473Z

Reference resolution

100 of 137 outbound references displayed

  • verified exact31
  • verified fuzzy65
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4b2da26b-5d3b-4016-aa80-24fbae265038 · outbound

This paper cites Imitating interactive intelligence.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Imitating interactive intelligence

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.353046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:430b5d37f5503ccb2adada12b5ac33b3eeb9a35cf5c79f57e72eaefc46d3daec

Observation 963fc95c-f8c1-4f98-a1ef-4bcd252cd5aa · outbound

This paper cites Do as i can, not as i say: Grounding language in robotic affordances.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Do as i can, not as i say: Grounding language in robotic affordances

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.363054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:0ad1d9c0e42212b5798bafd3e9c39334d56b88503713bf7a80fa67dac53b5db4

Observation 37e0424c-74b1-4cee-a558-5d6d27325f78 · outbound

This paper cites Language models as agent models.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Language models as agent models

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.366460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:88aafc1b76a8cf8ff575d8acef1221870062ac956d6aa4c3a153d04706a08a9d

Observation f97553f3-2d20-4166-917c-ba4171f5d16a · outbound

This paper cites Alignment-based compositional semantics for instruction following.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Alignment-based compositional semantics for instruction following

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-07-04T21:53:16.743045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:4eac1d1ff2ba0a80665238538b42959c0c1b85a087b0292cf83152e2a61ed54c

Observation 3c7fdb31-4ec0-4cbc-af2e-1daa71ded02a · outbound

This paper cites Introducing claude.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Introducing claude

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.370551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:4d8178356e7adcb1e8db41f6ff79bfbbe56e1b049a64568af4b0d45a7a9cef1a

Observation 870f66bb-2375-469c-9cce-0195e0b8b3d3 · outbound

This paper cites an unresolved cited work.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-05-14T01:40:54.373259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:05d49cad025e1f4f91c836bed3e9ff9dd9517c2dd5c2bdcf64bb2c91664572f5

Observation 188a200f-9c0c-43e1-9219-4f0df290a9ff · outbound

This paper cites Do deep nets really need to be deep? Advances in neural information processing systems, 27.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Do deep nets really need to be deep? Advances in neural information processing systems, 27

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.397835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:0dc46cc1f707e52fe80b5daa0fcf56703498229af833196d8e366caf74ced08e

Observation 6157354b-c1d8-409d-9ed0-8edec55a7697 · outbound

This paper cites Building a role specified open-domain dialogue system leveraging large-scale language models.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Building a role specified open-domain dialogue system leveraging large-scale language models

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.414728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:b02417333d51ca3082f96bc2e40522a1bdeacd00ec8fcf9ccce196d00c1dd479

Observation ae72bea3-e874-46db-aae4-55b83740ea75 · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-05-14T01:40:54.044786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:35037376350497b23e1ce9804da7fa4ce3a9e543edc5c5e5d1a9f7e39ef41700

Observation 74c0ccec-c13c-46c4-89f9-6e8fa3f8088b · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Constitutional AI: Harmlessness from AI Feedback

Reference 10

Resolution
verified exact
local_arxiv, observed 2026-05-14T01:40:53.736794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:01adf3d28b79920d17a0e150f9ce07deab862443b45d3fa68a497887eddc06b9

Observation 8d31b86c-f10d-4260-b238-6276548e195a · outbound

This paper cites The hanabi challenge: A new frontier for ai research.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society The hanabi challenge: A new frontier for ai research

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.420210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:21f4ebd0db4ebc0bd920bac0af57fc1dca901e27336a3013351a4646b1dfc999

Observation c0e190c7-f913-4f6c-be71-2e1e5f6de9eb · outbound

This paper cites Language models are few-shot learners.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Language models are few-shot learners

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.427293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:a44bc0ffc628611f4365ec7a7598d1f617f9931f579f9db35ac1d5184a3d2d04

Observation ddde8b74-d086-445d-9562-9168191bebd6 · outbound

This paper cites Sparks of Artificial General Intelligence: Early experiments with GPT-4.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Sparks of Artificial General Intelligence: Early experiments with GPT-4

Reference 13

Resolution
verified exact
local_arxiv, observed 2026-05-14T01:40:53.714396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:94aca8e794684e97360ec030d676e59259e4a2d466fc0bf020234bba99ed0da0

Observation 5361dc2b-0125-46df-9b41-4c80dadfa9a3 · outbound

This paper cites Extracting training data from large language models.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Extracting training data from large language models

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.436638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:7bce6888fcb7d6646dea75791a06670230267197ba25fbd44f5c0cc3f8e4214b

Observation bbfd21fd-58ce-43f5-81d2-129c8d25098c · outbound

This paper cites Extracting Training Data from Diffusion Models.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Extracting Training Data from Diffusion Models

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:53.938273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:96eb901e56b63a8a5ed5289cb2b0fce793900673aabe902ee3bc643d1dc0f3d0

Observation 85b1fbb2-8e11-4896-b01c-144cf8a4a69e · outbound

This paper cites Langchain.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Langchain

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.444703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:476b0d1aa6d6594825c9b9dce5bd89a6bf3d6d0b9e6980c4bfce5fa33b00ba1c

Observation 2d404676-c5c3-4b95-9f05-4a337cbe6e1d · outbound

This paper cites Cross-layer distillation with semantic calibration.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Cross-layer distillation with semantic calibration

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.455337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:29df5d02b4bfb9078012d74ac96264cd2c69a07b14c90952358c497d45917386

Observation 32eca035-f54f-44af-a2e2-d5e3466ffe5e · outbound

This paper cites Evaluating Large Language Models Trained on Code.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Evaluating Large Language Models Trained on Code

Reference 18

Resolution
verified exact
local_arxiv, observed 2026-05-14T01:40:53.549399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:6e30b63c539acabb1fe1180c82662436dfab1d06f2eed08c7ced00f8a59cc9e0

Observation d00e96d7-ae13-4282-8f38-a83923062bd4 · outbound

This paper cites PLACES: Prompting Language Models for Social Conversation Synthesis.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society PLACES: Prompting Language Models for Social Conversation Synthesis

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:53.660962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:7571e4545f74873c25c0bcfd9130c67050a43d2a7454c04385313872bd7f5bc5

Observation b1c507e7-660a-41d4-bdf5-2803cb4daa0e · outbound

This paper cites Weakly supervised data augmentation through prompting for dialogue understanding.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Weakly supervised data augmentation through prompting for dialogue understanding

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.467947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:1b418e544aec4a2ab3f32f0aa280954316746b73a1ad10f55dd5f8a290d2dd31

Observation f9be6ca3-7b6e-40d5-84af-e676ab4ef650 · outbound

This paper cites Gonzalez, Ion Stoica, and Eric P.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Gonzalez, Ion Stoica, and Eric P

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.475963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:c9de15fa57bf1f54a84fa847d3b01413af17ca21b510faf4acd91bdc68ebed66

Observation 27483030-e24e-4c34-a0b9-01c731e1409f · outbound

This paper cites PaLM: Scaling Language Modeling with Pathways.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society PaLM: Scaling Language Modeling with Pathways

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-05-14T01:40:53.821336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:3afc12ae14f3a788ca11ce3480f07c3153a0ca96e765f617e5d4e200126da4f2

Observation 9cf3de3a-ff36-4d41-b78e-24e68cc70b3c · outbound

This paper cites Deep reinforcement learning from human preferences.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Deep reinforcement learning from human preferences

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.486478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:9bd9f9f12641ed5fe582aeee5629209ed6634cf72c41e1f0aa4302b7c9786eae

Observation a9d06776-cd78-4f0a-8278-7119bc290251 · outbound

This paper cites The dynamics of reinforcement learning in cooperative multiagent systems.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society The dynamics of reinforcement learning in cooperative multiagent systems

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.503306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:3187219d40f5c5dfc4b0226b15df46246587d80d7cf84bdd9a6898058b034aa5

Observation a80d0c6c-f577-49cd-b039-356aec686006 · outbound

This paper cites Selection-inference: Exploiting large language models for interpretable logical reasoning.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Selection-inference: Exploiting large language models for interpretable logical reasoning

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.509656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:760887eaf3b4068c1e8a2eca5ed27c1934d82f1fcb0da12f7a781315e7da89af

Observation dd2c2c70-a81a-4b50-afc9-02ebd6209b48 · outbound

This paper cites Coopera- tive ai: machines must learn to find common ground.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Coopera- tive ai: machines must learn to find common ground

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.518573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:6cd57e802d2758525a75387838acb7816fccf3bb1a8a62d6ebd8a8ecce1ecfad

Observation 79a086e3-9c68-4d85-9cdd-f4cd6abbd1d9 · outbound

This paper cites Open Problems in Cooperative AI.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Open Problems in Cooperative AI

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:53.590140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:dceab99c35e1936f83cbd585dfb9cba57177de59ffb280294d15aa6e9feff18b

Observation 5925f737-e6fc-4b08-9d20-f56f4c93cb82 · outbound

This paper cites Learning correlated communication topology in multi-agent reinforcement learning.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Learning correlated communication topology in multi-agent reinforcement learning

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.528338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:5b1810faf4c20188bf527613de9f64dbf2330aa8d3c6991137fb4897385a36b0

Observation 634d48f2-d6d4-442c-ba60-d87a5d7b241a · outbound

This paper cites Kqml as an agent communication language.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Kqml as an agent communication language

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.543509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:954a067cee0321f60589a91246ade989abb0f08418d604c23bb2a1c9452ed5b5

Observation 8fbe2f38-e65e-4f17-a51e-dce41b4b7e02 · outbound

This paper cites Learning to communicate with deep multi-agent reinforcement learning.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Learning to communicate with deep multi-agent reinforcement learning

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.548716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:6d96d80d0de7af474bebacd5dadfb054008d27cf4a9153a4c5486ff619bfbf05

Observation 2f0d621b-eb9f-4734-9fdc-36dd450baa72 · outbound

This paper cites Complexity-Based Prompting for Multi-Step Reasoning.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Complexity-Based Prompting for Multi-Step Reasoning

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:53.748425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:8a2759935cc968f2a39247f22b0cbc434dd353ff485b9a04feb84a70611c9580

Observation d1e51d75-d1ff-4ad1-990b-ab21e4601698 · outbound

This paper cites Artificial intelligence, values, and alignment.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Artificial intelligence, values, and alignment

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.559968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:4c35bde7668b510635a1e539d7932ceffca1748f631af424d719e05bc4e17c66

Observation 7d940318-58c0-43f3-9694-d75fa4b6de3d · outbound

This paper cites Neural approaches to conversational ai.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Neural approaches to conversational ai

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.565647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:17b101af4068ceae9e147db066bf08ce22b8bde36ee761dbfb4028de56f509bd

Observation fcec9513-5dab-4f04-b6fe-3a6fa52647f1 · outbound

This paper cites A framework for few-shot language model evaluation, September 2021.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society A framework for few-shot language model evaluation, September 2021

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.584862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:6f3e834d7af31b0b002817c8eb2643c0c9889a4f633ca78d9cbb36a1f7c23ac9

Observation 1ab20d53-f6ca-416d-a9aa-a28087dc7d83 · outbound

This paper cites Improving alignment of dialogue agents via targeted human judgements.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Improving alignment of dialogue agents via targeted human judgements

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.595061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:2c357a614982c98a67fa737b3afa500f74844e7fab9144909316aa51ac5f4218

Observation 7bc91dd3-2385-4219-951f-cf7388e588af · outbound

This paper cites Improving alignment of dialogue agents via targeted human judgements.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Improving alignment of dialogue agents via targeted human judgements

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-05-14T17:54:02.323766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:04172713ba357d3be8bcb44cc580a801942682dc45a9d1a5748a6a88090ff63d

Observation 14651f47-ea1b-4530-979d-63c66371d5ca · outbound

This paper cites Generative Language Models and Automated Influence Operations: Emerging Threats and Potential Mitigations.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Generative Language Models and Automated Influence Operations: Emerging Threats and Potential Mitigations

Reference 37

Resolution
metadata mismatch
arxiv_id, observed 2026-05-14T01:40:53.531364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:fd8fccf56eca5197591c72b16fad82b76bc8f58aca094011361176ca078abf73

Observation e73f755d-5201-4f49-8011-3f19ab70a9ce · outbound

This paper cites The principal-agent alignment problem in artificial intelligence.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society The principal-agent alignment problem in artificial intelligence

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.602026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:2683717126ced013133575bd07ac4be73fb10156c914e8cbf902bd2af57ce1af

Observation ebb7d450-39df-4739-aad7-17768d84c887 · outbound

This paper cites Legible normativity for ai alignment: The value of silly rules.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Legible normativity for ai alignment: The value of silly rules

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.610345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:ac0bf5649ee9fae29ab681f7ecaeff828de2b2b0aaee72fcda628fa9642c6630

Observation 18e08c8e-d4af-41d2-a68c-37f75a646e27 · outbound

This paper cites Cooperative inverse reinforce- ment learning.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Cooperative inverse reinforce- ment learning

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.618428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:65c4277076e9fa5f49765206eee17529c6f7229a7454d1878eb83b1931739acc

Observation 86fff054-08c8-44e3-bc11-a5f26247535b · outbound

This paper cites Emergence of language with multi-agent games: Learning to communicate with sequences of symbols.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Emergence of language with multi-agent games: Learning to communicate with sequences of symbols

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.625866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:3cea800473b18fea0a252b92bafe4deeb9e4cbb911ba793bb161bbc047386c81

Observation 4bfc5437-9c13-44ba-b043-7fcf5c2d0b46 · outbound

This paper cites Ethical challenges in data-driven dialogue systems.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Ethical challenges in data-driven dialogue systems

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.631938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:933c9a55a23d973f905ef1af7fef10a0d969a341e1aca0ce3cb3d7bd0d7f40a2

Observation e5d3c664-f04c-4931-afa4-45e279d77908 · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Measuring Mathematical Problem Solving With the MATH Dataset

Reference 43

Resolution
verified exact
local_arxiv, observed 2026-05-14T01:40:53.743144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:9a9b68d5098619f6d5c782a6846e95100e62bff0062b6164b789c3b56df6209f

Observation bc911dcf-99cc-4aa7-a27e-798dae2883ea · outbound

This paper cites Knowledge transfer via distillation of activation boundaries formed by hidden neurons.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Knowledge transfer via distillation of activation boundaries formed by hidden neurons

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.638658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:6d455ab3f0295d661f610227ed7ac92977ce1262aafb2a66dcfb03a1c8d23d20

Observation dee4ed07-b73e-474a-bdb1-0bec66d1a200 · outbound

This paper cites Distilling the Knowledge in a Neural Network.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Distilling the Knowledge in a Neural Network

Reference 45

Resolution
verified exact
local_arxiv, observed 2026-05-14T01:40:53.766341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:a2eabc2edeb3865b526f50c0e5ee193b42824e0192e164af5938cfe6da8e22a1

Observation 4848aa6a-45fc-4ef3-9f1f-5bed0f030b3a · outbound

This paper cites Large Language Models Are Reasoning Teachers.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Large Language Models Are Reasoning Teachers

Reference 46

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:53.773358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:a2e8c594aa86857125774dda69590ba95d0b4ea0c049666672208605fd375ce7

Observation e0607f81-b746-4939-8f3e-86e75aac89e0 · outbound

This paper cites Training Compute-Optimal Large Language Models.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Training Compute-Optimal Large Language Models

Reference 47

Resolution
verified exact
local_arxiv, observed 2026-05-14T01:40:53.778903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:12e40d88dd37e6ea40055b6f009f0fb22002f4a5d1eee96b45ec33ab7cff0f30

Observation 15dcb8aa-1553-418e-9cda-7683dea844ba · outbound

This paper cites Unnatural Instructions: Tuning Language Models with (Almost) No Human Labor.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Unnatural Instructions: Tuning Language Models with (Almost) No Human Labor

Reference 48

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:53.808661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:e542cc807c9d5f3d12052ead547c9d1ebfe2e324379b5fff6a23327954fe760d

Observation ae763c6c-2bb6-4518-b22f-91fc4b4ab88d · outbound

This paper cites A sim- ple language model for task-oriented dialogue.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society A sim- ple language model for task-oriented dialogue

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.647147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:8ca23550711f519be88ee0daaa15237073cad2f23ca3696c41b19782c7bcaf79

Observation 465eea57-a1cd-4133-bb2a-cc522c265d5d · outbound

This paper cites Language Models as Zero-Shot Planners: Extracting Actionable Knowledge for Embodied Agents.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Language Models as Zero-Shot Planners: Extracting Actionable Knowledge for Embodied Agents

Reference 50

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:53.854407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:b63296ba55fef27b7cd0236ed854065ae2ea6a36d752d44afd46fbd65913a02b

Observation a86268e0-b2e1-4be5-9c36-a5dc75ad2491 · outbound

This paper cites Inner Monologue: Embodied Reasoning through Planning with Language Models.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Inner Monologue: Embodied Reasoning through Planning with Language Models

Reference 51

Resolution
verified exact
local_arxiv, observed 2026-05-14T01:40:53.871149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:5ba8213eb604ffc0cc1850b43b41c469ee7af49e1faeda11a6160d5b47a7c591

Observation d4e8f48a-569d-49ad-ad50-9ae9b60f9a9d · outbound

This paper cites MathPrompter: Mathematical Reasoning using Large Language Models.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society MathPrompter: Mathematical Reasoning using Large Language Models

Reference 52

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:53.878517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:9148c640ac91ec2a0819196310d239d63fb3a823efd3d51161b90273195a78ff

Observation e78e380e-b98a-49d4-8831-4a43bc45d734 · outbound

This paper cites OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization

Reference 53

Resolution
verified exact
arxiv_id, observed 2026-05-17T06:08:25.849600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:6d249c427dc618db3cb5e0970065dcc20697ba77243c26b144e32e2eb38a98c3

Observation 12cd0011-bad6-4d39-ad80-c09732dec115 · outbound

This paper cites How can we know what language models know? Transactions of the Association for Computational Linguistics, 8:423–438.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society How can we know what language models know? Transactions of the Association for Computational Linguistics, 8:423–438

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.655350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:6f257dc181d6041ce7432b3c16bbaf7b2326f3309c4c1ddcba29a16f693db196

Observation 983e00fc-a40d-463b-b184-f5793c290e9d · outbound

This paper cites Lila: Language-informed latent actions.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Lila: Language-informed latent actions

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.669312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:b321730e993abf2b91ce543ea836b9ca3f61476558be8baad5d411addeb7ce70

Observation 0016a26f-8048-4695-874f-d1e3e2b9a0fa · outbound

This paper cites Alignment of Language Agents.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Alignment of Language Agents

Reference 56

Resolution
metadata mismatch
arxiv_id, observed 2026-05-14T01:40:53.980087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:c3cc49c83d6fbb7b8434261660a2fabd942487c4b7ab2f27a4699774d858661b

Observation 86544f56-8384-4730-8c2a-100c6f14dbd2 · outbound

This paper cites SODA: Million-scale Dialogue Distillation with Social Commonsense Contextualization.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society SODA: Million-scale Dialogue Distillation with Social Commonsense Contextualization

Reference 57

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:54.037583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:408e942e98f0909aa132e484807d8e4784c318d611e9dacc66483684d71622c6

Observation 47315724-29c5-4133-b32b-67c07203be30 · outbound

This paper cites Paraphrasing complex network: Network compression via factor transfer.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Paraphrasing complex network: Network compression via factor transfer

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.681967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:0729fdf1755b0e6a88d2fdff43e94490d11813c220ed93b65490690bbe05076f

Observation 5d3de9e2-0208-4342-99b1-2aa097c6bc4a · outbound

This paper cites LINDA: Unsupervised Learning to Interpolate in Natural Language Processing.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society LINDA: Unsupervised Learning to Interpolate in Natural Language Processing

Reference 59

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:53.495099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:a0c05e2c073a726f51a405d1d06bac09c4037112aac40e15074c12f49dca349d

Observation ec03076d-dcdf-47b8-83ca-526f722f0648 · outbound

This paper cites Understanding black-box predictions via influence functions.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Understanding black-box predictions via influence functions

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.690198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:cfa0b130b74fc795068e4360ca51b72057be4e19fe15668b18d5b19a93a23089

Observation 20aa4c31-a056-4f3e-9420-1fdfba1025ef · outbound

This paper cites Large Language Models are Zero-Shot Reasoners.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Large Language Models are Zero-Shot Reasoners

Reference 61

Resolution
verified exact
local_arxiv, observed 2026-05-14T01:40:53.520111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:9ed0f18a25c7131c146a3c6da8dc0f43ffb59cdffee3565f56b96e58fddd78cf

Observation d66a13e1-c834-4d5e-aa9d-bf135877b88f · outbound

This paper cites Augpt: Auxiliary tasks and data augmentation for end-to-end dialogue with pre-trained language models.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Augpt: Auxiliary tasks and data augmentation for end-to-end dialogue with pre-trained language models

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.702404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:58202268ce960f02d5e33badb048ec1846e82f674fce8569e09ffde8e334b03d

Observation 8fd80632-93b1-4e5b-bdba-93e73cf06c02 · outbound

This paper cites Neural Data Augmentation via Example Extrapolation.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Neural Data Augmentation via Example Extrapolation

Reference 63

Resolution
metadata mismatch
arxiv_id, observed 2026-05-14T01:40:53.543310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:e0904261c051bda85401bd6795fc4c3d78500537ee932a71bdb1f290a59f293c

Observation be80b8b5-ebc5-4554-86cf-a214555bc7a0 · outbound

This paper cites Solving quantitative reasoning problems with language models.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Solving quantitative reasoning problems with language models

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.708427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:e5738dcf7527f43b5c5dad5d38ccf510a2613cea91dcd8ba3ccc1cb2e5b3d361

Observation 64e722ed-7d7d-4905-ba97-fadc3b54c3f4 · outbound

This paper cites Pre-trained language models for interactive decision-making.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Pre-trained language models for interactive decision-making

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.714945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:117513f6de7b1c1b7472a6eba554a90406cc22dde00c1d2d7484179bb712123e

Observation e8380834-849c-4647-984b-92dcc69fefaf · outbound

This paper cites Prefix-Tuning: Optimizing Continuous Prompts for Generation.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Prefix-Tuning: Optimizing Continuous Prompts for Generation

Reference 66

Resolution
verified exact
local_arxiv, observed 2026-05-14T01:40:53.598810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:dadf498617bc2c5bcc34474b37783f4505a8f26ae1702c2636a9f4841e78b4b1

Observation d95e62d7-e69c-4505-a995-5954510cdf24 · outbound

This paper cites Controllable Dialogue Simulation with In-Context Learning.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Controllable Dialogue Simulation with In-Context Learning

Reference 67

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:53.652062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:c4a1df8d11628666574421d77253a198b47da1c0be8690edcccbd9d6913a690a

Observation 4bda55b2-cc27-4062-a801-8c47106a7695 · outbound

This paper cites Smith, and Yejin Choi.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Smith, and Yejin Choi

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.720470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:a5edf46fc63b2232ac81b401ffa54932cfb13df680829ffd38bcba381bf5b266

Observation 40aaa769-da10-494f-a81a-6b6d410f0289 · outbound

This paper cites Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code Generation.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code Generation

Reference 69

Resolution
verified exact
arxiv_id, observed 2026-05-14T02:04:18.346890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:23b0c5f32998605baa87d483f5f938cbec7a203a7e349ab654ddc7cd95d07127

Observation c5152573-21c9-4b79-a2c9-83250ec414ff · outbound

This paper cites Cheap talk discovery and utilization in multi-agent reinforcement learning.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Cheap talk discovery and utilization in multi-agent reinforcement learning

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.724665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:eb8d9ef31d271889f02e1a1c2a3eedea03a940dd1c04747d8de839fe404cc098

Observation 014b4f8b-13c2-4964-96c0-d25dce40f900 · outbound

This paper cites The Flan Collection: Designing Data and Methods for Effective Instruction Tuning.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society The Flan Collection: Designing Data and Methods for Effective Instruction Tuning

Reference 71

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:53.719195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:26e0ebc583ea83afdf14eae3c36d521b50310ffe96d05100cd6db5ab9b2a3aa6

Observation 144d6516-0a10-49a6-a2fc-bc10112e2fc5 · outbound

This paper cites Multi-agent actor-critic for mixed cooperative-competitive environments.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Multi-agent actor-critic for mixed cooperative-competitive environments

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.734052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:79e9c6d8a9b36977f9e2473026610e35cf524838111c0a254ac81c1babaf25ae

Observation 4991c160-1c1e-42aa-a363-d775a8a7935e · outbound

This paper cites Dynamic prompt learning via policy gradient for semi-structured mathematical reasoning.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Dynamic prompt learning via policy gradient for semi-structured mathematical reasoning

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.744004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:b6d45f3dd618459fe153fe09eb937cac9711512def71b5dedf62554b21ccc751

Observation 487606b6-683c-42f6-846a-e62a618d9430 · outbound

This paper cites Matthews, Samuel H.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Matthews, Samuel H

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.750481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:0186124d23a3c0a4008fca35e2dc4e5fdebf0d490ed385d19fb0f290f716d603

Observation e955691e-82d4-4f88-af51-c8f55c72edd5 · outbound

This paper cites Generating training data with language models: Towards zero-shot language understanding.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Generating training data with language models: Towards zero-shot language understanding

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.757689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:341064a519a5bcc5c698a8c5f3379cc1d3b3d55f0895b9e5c7bef71dba64e0ee

Observation d66613d9-f85b-482c-9811-f7a4dca3aa02 · outbound

This paper cites Society of mind.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Society of mind

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.764125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:9113efe2777fbcd065391f67e93dc865ebfe5917edb8c3c15afa4292b84ff083

Observation 54708114-3891-4b02-8b69-0876c237f43f · outbound

This paper cites The emotion machine: Commonsense thinking, artificial intelligence, and the future of the human mind.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society The emotion machine: Commonsense thinking, artificial intelligence, and the future of the human mind

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.771900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:2ae6389465bf28e4a7c2c3f624ac58cb0c66c2029be03eb58b2aae0bd92bb3ac

Observation 35aa7ad0-0dc8-4d32-a3e4-d83bb95eddda · outbound

This paper cites Cross-task generalization via natural language crowdsourcing instructions.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Cross-task generalization via natural language crowdsourcing instructions

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.784640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:7a084e3a721ed1c7c0f137befef14b2ad86ac796fb7e7c96e1d21fe02e6889bd

Observation 4f17e295-20c7-4248-b680-b2bb5fee104b · outbound

This paper cites Emergence of grounded compositional language in multi-agent populations.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Emergence of grounded compositional language in multi-agent populations

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.793899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:74b36a7193ea81c2b5523151e4d7dd15ad7dec772f02ada433e956f52278cd7c

Observation c682ff45-62f7-47a5-af7f-6970e87af212 · outbound

This paper cites Webgpt: Browser-assisted question-answering with human feedback.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Webgpt: Browser-assisted question-answering with human feedback

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.052017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:5b75ff097a0278d48219c72661c3c7cd3a54f8e00d1a3cc07ed7866c014e9f6a

Observation d89359cf-ce3d-439a-b563-76f2e8f4adb0 · outbound

This paper cites Show your work: Scratchpads for intermediate computation with language models.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Show your work: Scratchpads for intermediate computation with language models

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.056443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:d302c3c19e343900c13e899c664d403919abbb4037a3521855c3ee8cac2ba78e

Observation d0192603-482b-4e3e-9ace-d804b0d085ca · outbound

This paper cites Introducing chatgpt.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Introducing chatgpt

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.077747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:cb59195398ca7e526e41102355d28db798e59c250303c960cafc6d71b667127f

Observation 405aab81-4930-46c0-9131-d1c63b111905 · outbound

This paper cites Chatgpt plugins.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Chatgpt plugins

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.086201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:41109c10f0b2e7f653794939bc71ae463c2ea296cc9ec012ceec5a5c22c6b29a

Observation 903882b4-d6ff-44a0-9786-bc080f936330 · outbound

This paper cites Training language models to follow instructions with human feedback.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Training language models to follow instructions with human feedback

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.093704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:c8256e23c879fc6a1925ffab84cc23f0adb0e28feb4ec9ca5fa9c3447d96b5e9

Observation bc8bf90e-931e-4d8e-9377-a8fc8be01fc4 · outbound

This paper cites Cooperative multi-agent learning: The state of the art.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Cooperative multi-agent learning: The state of the art

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.099996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:cce4598e77980a27599b286c929050ea185e1378392164b2617e87fd6733b16b

Observation 8945f3d7-419f-409a-b7d3-59deec93458f · outbound

This paper cites Hakkani-Tür.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Hakkani-Tür

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.103388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:62b8156f0ba944269b081f657e4c5ca3195212c3d384836dd3005b72cf25135a

Observation e63ac622-ec11-4cc1-9077-0bc74f3d282a · outbound

This paper cites Relational knowledge distillation.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Relational knowledge distillation

Reference 87

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.106929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:259eac4de72caffca7992246b740bcc0de724b2c7430856e1e5f19c233148bcb

Observation 77163b03-16e7-4506-b05a-06e91f92c7b1 · outbound

This paper cites Alp-kd: Attention-based layer projection for knowledge distillation.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Alp-kd: Attention-based layer projection for knowledge distillation

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.111085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:3c24d4770cd4ab402c4b2fac1a77fd30e81fd0461d3f698119e74b991250d332

Observation c133eb73-69b6-40ed-851a-49408a98a576 · outbound

This paper cites An important next step on our ai journey.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society An important next step on our ai journey

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.114521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:0b36f134591144e8ea8165e5f410969620f4151200045cb68363f0fd39fd0546

Observation 5fbf5af1-15dd-45e7-81ef-62c582a6ee51 · outbound

This paper cites Specifying protocols for multi-agent systems interaction.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Specifying protocols for multi-agent systems interaction

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.120173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:ed0a187a5c4f53b0c35c7d51992519266e9ce4ad620b9d1cd5359657b5a629cb

Observation 960c25b5-53b1-40e2-bfd4-be4249419148 · outbound

This paper cites Language models are unsupervised multitask learners.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Language models are unsupervised multitask learners

Reference 91

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.148075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:3cd1750f29b818b71177d5ca8e6000be31e5fbb6d69c3a459d798a70e47bad6e

Observation 3c33bd0b-31ba-4986-a844-5f279515f769 · outbound

This paper cites A generalist agent.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society A generalist agent

Reference 92

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.162864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:57bcbdabbd1972db80fecf490aed11a455f73b36bdf4dcb1000593af78aba8cd

Observation 0a42c4de-86d9-4f5f-9dbf-ceeb303f8441 · outbound

This paper cites Prompt programming for large language models: Beyond the few-shot paradigm.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Prompt programming for large language models: Beyond the few-shot paradigm

Reference 93

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.174090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:dbb1547938f44ee944bcc401f1b399577da0390d4a4072a2dafca762c755f790

Observation ea97b69a-bcf3-4cfe-93a0-8c9507fa49a4 · outbound

This paper cites High-resolution image synthesis with latent diffusion models.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society High-resolution image synthesis with latent diffusion models

Reference 94

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.182729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:d66e92b571ff829100e3ad4619e68503665d4a37a5ae793af3e147244f3aa117

Observation 5fe00653-a5dd-48e6-98f0-9f77d0f4fdb8 · outbound

This paper cites FitNets: Hints for Thin Deep Nets.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society FitNets: Hints for Thin Deep Nets

Reference 95

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:46:30.917443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:06b7a273e8d23f14059b81070cf0ce02e122f9ffa16570ccec58f45d181b31b2

Observation 11cbf6ff-2fda-4aee-a3af-e0874f8000aa · outbound

This paper cites LINGUIST: Language Model Instruction Tuning to Generate Annotated Utterances for Intent Classification and Slot Tagging.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society LINGUIST: Language Model Instruction Tuning to Generate Annotated Utterances for Intent Classification and Slot Tagging

Reference 96

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:53.582162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:a470bf90ebeb8d834779d2ff6b495ad78fb55d34b4f662fbf3346a1502631b63

Observation 849d1df2-40ca-4f02-8f06-e908f50ee11b · outbound

This paper cites Artificial intelligence a modern approach.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Artificial intelligence a modern approach

Reference 97

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.190922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:201c46397ce06edfa883a06222677421e2ca3489bae93fca576cf3cf33230dc6

Observation b2565977-72cb-46b8-be0e-742b45a1bb5b · outbound

This paper cites Data augmentation for intent classification with off-the-shelf large language models.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Data augmentation for intent classification with off-the-shelf large language models

Reference 98

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T01:40:54.199608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:acf5641fcb1781c0e73c3902106ef981162a0003c1a371700cd901d31c9891af

Observation ec710ef8-39c1-409e-bb1d-bf207dce992f · outbound

This paper cites Self-critiquing models for assisting human evaluators.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Self-critiquing models for assisting human evaluators

Reference 99

Resolution
verified exact
arxiv_id, observed 2026-05-16T20:25:41.981797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:f2c85371c830d6ac4602d4cb1641dfae1a4a5d3e05a723746a5b5476a4326c11

Observation 84d0ffb7-f5fe-44ab-ac8f-964525730b18 · outbound

This paper cites Toolformer: Language Models Can Teach Themselves to Use Tools.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Toolformer: Language Models Can Teach Themselves to Use Tools

Reference 100

Resolution
verified exact
local_arxiv, observed 2026-05-14T01:40:53.643493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T01:40:53.351795Z digest=sha256:cdaec0018dfb6c62d0a2a348ec0352761f6a13c5cbbc793eb0fd75836634e41f

Pith citing papers

Observation aa44e8ab-3262-49f0-988a-201fbbcdadcf · inbound

Enhancing Chat Language Models by Scaling High-quality Instructional Conversations cites this paper.

Enhancing Chat Language Models by Scaling High-quality Instructional Conversations CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 245

Resolution
verified exact
local_arxiv, observed 2026-05-15T17:25:08.144209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-15T17:25:07.730933Z digest=sha256:044fbdc73ea08e3044fbdf0711aecf4a321bc39180b74e36ab72ab2ed209ed78

Observation d4eda903-8839-415d-a15f-54a916ea0bfa · inbound

ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate cites this paper.

ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:54.796703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T13:03:18.765496Z digest=sha256:55c3566d1da144e1e2d2b9195d5ff89748bd187c9f5d97baf9ffe23934e5b529

Observation 8e341969-87bc-4802-ab60-37a1b3842476 · inbound

A Survey on Large Language Model based Autonomous Agents cites this paper.

A Survey on Large Language Model based Autonomous Agents CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 81

Resolution
verified exact
local_arxiv, observed 2026-05-15T04:03:01.226132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T04:03:00.340349Z digest=sha256:cf3f9c8ee65cc7a267a92ec1a31028e4ee2fc9aaa7ecda3c70938b4369a2011c

Observation ee51a002-46a6-4692-830e-05bc6d9e5cac · inbound

MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning cites this paper.

MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-05-17T23:46:39.619279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-17T23:46:39.330438Z digest=sha256:b7f89fb67eed21437b2216c191af37ef1cc65d72c0ab7aa03da5efe6617d3c46

Observation 082998b9-7a46-4656-a346-7a5c2b0fbb2b · inbound

The Rise and Potential of Large Language Model Based Agents: A Survey cites this paper.

The Rise and Potential of Large Language Model Based Agents: A Survey CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 109

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:54.796703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-11T10:47:44.152066Z digest=sha256:a512c275a82b22a70aa80d525e932756056df09d06a42c0668d30d2a1b0f54e5

Observation 1324d65f-ab90-4f6f-8e00-7ec8df661b16 · inbound

GAIA: a benchmark for General AI Assistants cites this paper.

GAIA: a benchmark for General AI Assistants CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 53

Resolution
metadata mismatch
arxiv_id, observed 2026-05-14T01:40:54.796703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-12T15:46:03.247029Z digest=sha256:992a151f76a7b695ac4bc6a3f4751ee7dcf6d49763b2323930439f022bb34b48

Observation c5887a24-e892-41ee-abc4-79127806a03d · inbound

Agent AI: Surveying the Horizons of Multimodal Interaction cites this paper.

Agent AI: Surveying the Horizons of Multimodal Interaction CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 252

Resolution
metadata mismatch
local_arxiv, observed 2026-05-18T14:25:59.770247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-18T14:25:58.876978Z digest=sha256:4706e02ddd76f5dba66d2a7f37a55bbdfa5f3ab6c4902a18775a91a05d3a02b5

Observation 9d2d58f4-d9da-4e5e-8c95-c426149e21e4 · inbound

Large Language Model based Multi-Agents: A Survey of Progress and Challenges cites this paper.

Large Language Model based Multi-Agents: A Survey of Progress and Challenges CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:54.796703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-12T06:58:54.921355Z digest=sha256:6ab6ecb82923bd57a86c3a7f63f214f4a127c25191c02c1c8e22db8e11112c8f

Observation 792545ec-8c61-4b13-b012-788c9d9cb987 · inbound

LLM Multi-Agent Systems: Challenges and Open Problems cites this paper.

LLM Multi-Agent Systems: Challenges and Open Problems CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 48

Resolution
metadata mismatch
local_arxiv, observed 2026-05-17T10:23:05.196032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-17T10:23:05.028790Z digest=sha256:0675eb4d83e238cfdd60144dddc4199535234d835a3e3105a6e77531e9cf3856

Observation fc7c4850-5f58-4839-a806-d340239d7e84 · inbound

A Survey on Knowledge Distillation of Large Language Models cites this paper.

A Survey on Knowledge Distillation of Large Language Models CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 15

Resolution
metadata mismatch
local_arxiv, observed 2026-05-17T23:31:11.742262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-17T23:31:11.213552Z digest=sha256:7db6253b8e5c90ffa9076bf603f672a1902bb6fd9d44e001d8479ad3475a4769

Observation ee0a9113-2333-49a6-aed9-cfe8d91e1c0b · inbound

Prompt Infection: LLM-to-LLM Prompt Injection within Multi-Agent Systems cites this paper.

Prompt Infection: LLM-to-LLM Prompt Injection within Multi-Agent Systems CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 38

Resolution
metadata mismatch
local_arxiv, observed 2026-05-15T19:32:19.627401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-15T19:32:19.405615Z digest=sha256:17882cc9b60072ff0baa93a0ecdc8d82b22ab7e6f0777b5bfc16813336772e34

Observation 08e5b29e-0c66-496b-935f-61b0f4302cfe · inbound

The Prompt Engineering Report Distilled: Quick Start Guide for Life Sciences cites this paper.

The Prompt Engineering Report Distilled: Quick Start Guide for Life Sciences CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 79

Resolution
verified exact
local_arxiv, observed 2026-05-18T16:41:37.940199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T16:39:03.794436Z digest=sha256:5af7204e341c6f3549b868997e88ca1a0de7e368a993d6ffd40c9379c66266a5

Observation 3d48b60b-c8c8-45d3-897b-af63ecf57748 · inbound

The Prompt Engineering Report Distilled: Quick Start Guide for Life Sciences cites this paper.

The Prompt Engineering Report Distilled: Quick Start Guide for Life Sciences CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 80

Resolution
metadata mismatch
local_arxiv, observed 2026-05-18T16:41:37.372950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T16:39:03.794436Z digest=sha256:7ef615725fee61171b17df5cdfdf8f617c80fbf08fcec342423a930837d314a1

Observation ad1e5b62-f969-4e3e-a022-0850febf4bf1 · inbound

Dynamic Generation of Multi-LLM Agents Communication Topologies with Graph Diffusion Models cites this paper.

Dynamic Generation of Multi-LLM Agents Communication Topologies with Graph Diffusion Models CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-05-21T20:40:35.721154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-21T20:40:13.721163Z digest=sha256:77c044e6768d2b162083f862b278254bfbe89fdd4e7094d63f2bfddc34442d0e

Observation 815a5406-709c-4c37-87b4-7f61cf1964e0 · inbound

NetworkGames: Simulating Cooperation in Network Games with Personality-driven LLM Agents cites this paper.

NetworkGames: Simulating Cooperation in Network Games with Personality-driven LLM Agents CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 17

Resolution
verified exact
local_arxiv, observed 2026-05-17T04:59:04.104493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-17T04:55:27.824751Z digest=sha256:51130e2b78c487ceb53e98fbeb52347e2faf2d76246998d3fe41b2092217dc9c

Observation da68d583-5178-472e-b5c8-99eac532f31b · inbound

CogEvo-Edu: Cognitive Evolution Educational Multi-Agent Collaborative System cites this paper.

CogEvo-Edu: Cognitive Evolution Educational Multi-Agent Collaborative System CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-03T19:31:06.258618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T19:31:06.258618Z digest=sha256:074b6129cc185eb2ed045c6c55032ba27f5f725ef55c0dcfeecd055eb7d972d5

Observation 7fcc8542-e287-4fce-9bb7-a7122c7e2575 · inbound

Rethinking Query Optimization for Multi-Agent Systems [Vision] cites this paper.

Rethinking Query Optimization for Multi-Agent Systems [Vision] CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 91

Resolution
unresolved
no resolver link, observed 2026-08-03T17:21:34.059504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T17:21:34.059504Z digest=sha256:f9a0c0ccf33cc76c1b0cdbe519b912be2f0b2ef4d788ea98a5e5e567c77f6996

Observation ba43c970-1338-4ca9-9e6b-635f0d734fb0 · inbound

MAR:Multi-Agent Reflexion Improves Reasoning Abilities in LLMs cites this paper.

MAR:Multi-Agent Reflexion Improves Reasoning Abilities in LLMs CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-03T14:19:16.162282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T14:19:16.162282Z digest=sha256:1c1805300f6c4df19acf98d554ef989ae5a939248b2e52bbd82d923a0ad841d4

Observation 7ac3ef83-9268-4302-83e1-d5269b7de1db · inbound

World model inspired sarcasm reasoning with large language model agents cites this paper.

World model inspired sarcasm reasoning with large language model agents CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 27

Resolution
metadata mismatch
local_arxiv, observed 2026-05-16T18:58:18.566469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T18:54:28.446715Z digest=sha256:3f451d7143baa9fbb5852f66407d8b8d36102040bac0496643ce8606f3d4f03e

Observation e9ba2255-2977-4cfd-847c-58891400509f · inbound

Device-Native Autonomous Agents for Privacy-Preserving Negotiations cites this paper.

Device-Native Autonomous Agents for Privacy-Preserving Negotiations CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 10

Resolution
verified exact
local_arxiv, observed 2026-05-16T18:38:15.939498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T18:34:53.361844Z digest=sha256:558273e949c488757799d37716532c9932c1c3f226f6882df9bb3c7a97b17ec5

Observation 0f2b1690-f380-4a4c-8ba1-f293062c0877 · inbound

Gecko: A Simulation Environment with Stateful Feedback for Refining Agent Tool Calls cites this paper.

Gecko: A Simulation Environment with Stateful Feedback for Refining Agent Tool Calls CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-02T21:46:33.288870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T21:46:33.288870Z digest=sha256:41dbf8daac864817747b11257c18e7935a9f207ff22ee47b681a0f72d226d7e0

Observation 8124dcea-6d90-48c6-b9f0-6a895392570d · inbound

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network cites this paper.

What Do AI Agents Talk About? Discourse and Architectural Constraints in the First AI-Only Social Network CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 24

Resolution
verified exact
local_arxiv, observed 2026-05-15T15:36:13.145109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T15:35:50.774974Z digest=sha256:a52387df3e8ff9c53377334379491ef4a9f93b92ed2d7a266eaa903fdc2bc8ff

Observation a499ad5c-3d2f-4ba3-8c4f-b7af03fb15c7 · inbound

Collective AI can amplify tiny perturbations into divergent decisions cites this paper.

Collective AI can amplify tiny perturbations into divergent decisions CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 3

Resolution
metadata mismatch
local_arxiv, observed 2026-05-15T14:25:55.210827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-15T14:24:13.562656Z digest=sha256:494ae36b0dea56f85c68c4122a4cfd624e444f4d07c8a519c0b9836a031b1c95

Observation 25c59f98-73ed-44f1-85e3-a01200b19ae8 · inbound

When Agents Disagree: The Selection Bottleneck in Multi-Agent LLM Pipelines cites this paper.

When Agents Disagree: The Selection Bottleneck in Multi-Agent LLM Pipelines CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-02T17:52:54.769110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:52:54.769110Z digest=sha256:7f3315fba7ee2f2562f3ff6f576b9410b170a1a9a20415f90628b2b4586ad4f9

Observation 6d1c48f0-d05d-42aa-9388-c37482b9b6b3 · inbound

Multi-Drafter Speculative Decoding with Alignment Feedback cites this paper.

Multi-Drafter Speculative Decoding with Alignment Feedback CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 7

Resolution
metadata mismatch
arxiv_id, observed 2026-05-14T01:40:54.796703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T19:31:20.953726Z digest=sha256:688b71f64c2645c524b56dc49cca500a25d1f992d5a6d22434d2399029dbd863

Observation b767b17a-f7a5-4de4-8c7e-763708b18167 · inbound

Qualixar OS: A Universal Operating System for AI Agent Orchestration cites this paper.

Qualixar OS: A Universal Operating System for AI Agent Orchestration CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:54.796703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T18:44:25.389675Z digest=sha256:6b968382ae162cce2c214b3e816d682e79497d9ab1c95e006a22c4018a915fb4

Observation bf1a98be-a1ce-43d9-9b69-0559a05794e0 · inbound

AgentCity: Constitutional Governance for Autonomous Agent Economies via Separation of Power cites this paper.

AgentCity: Constitutional Governance for Autonomous Agent Economies via Separation of Power CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:54.796703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:22:59.781710Z digest=sha256:abde7ace9e71f832dd19e0223ca037a63c250ee3ea1cd161e8fe283b0ee4e8d1

Observation 14844723-d11b-43d1-8648-f409b001bef7 · inbound

Preregistered Belief Revision Contracts cites this paper.

Preregistered Belief Revision Contracts CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:54.796703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T10:27:12.871771Z digest=sha256:4e99dbc15906bbe81137086f20577e44f9341bae726d2a4a01e5c8f48e2bec7e

Observation da7fca5a-344e-4a2c-aef3-a171d2041fba · inbound

EvoAgent: An Evolvable Agent Framework with Skill Learning and Multi-Agent Delegation cites this paper.

EvoAgent: An Evolvable Agent Framework with Skill Learning and Multi-Agent Delegation CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:54.796703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T00:55:56.759901Z digest=sha256:55b38678b77c42a90a86cad494ce072eced6d483d5583f1762d56c1eed88c529

Observation 2fea501f-4a81-4131-bb92-b4680d24f910 · inbound

A Systematic Survey of Security Threats and Defenses in LLM-Based AI Agents: A Layered Attack Surface Framework cites this paper.

A Systematic Survey of Security Threats and Defenses in LLM-Based AI Agents: A Layered Attack Surface Framework CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 109

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:54.796703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T07:53:13.746141Z digest=sha256:e9688b505779f69853ce8b01008a72f80757719dedb195801815fdafa0a3223c

Observation 513bcde5-b4c2-4b0b-a9de-1e02959864d9 · inbound

ClawTrace: Cost-Aware Tracing for LLM Agent Skill Distillation cites this paper.

ClawTrace: Cost-Aware Tracing for LLM Agent Skill Distillation CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 25

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:54.796703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T06:04:11.480377Z digest=sha256:f15266693482fd41c8243732970af0b8736c78972feb8aa2c568805f50b66729

Observation 218006a9-c2b6-49b6-82a8-f9ffa4b8285d · inbound

MarketBench: Evaluating AI Agents as Market Participants cites this paper.

MarketBench: Evaluating AI Agents as Market Participants CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:54.796703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T06:05:07.499390Z digest=sha256:1ecd8f6febee066f1d385667b5abcf61db2c95a62a0c077ed8e75bac852a42cc

Observation 9fcc31bd-7861-45c8-a51a-ffe1dcfdb2f0 · inbound

Can Current Agents Close the Discovery-to-Application Gap? A Case Study in Minecraft cites this paper.

Can Current Agents Close the Discovery-to-Application Gap? A Case Study in Minecraft CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 3

Resolution
metadata mismatch
local_arxiv, observed 2026-05-21T08:54:05.751400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-07-11T11:50:26.030339Z digest=sha256:653272a309c4b3b0c3c9492dc99dd50d3ee69483b9066cf6ab4f3b6253c20cdd

Observation c8fe45f0-ffe1-4ba6-945b-09474d3a1d13 · inbound

Frame Entrepreneurs in an AI Agent Community: Concentrated Identity-Claim Production on Moltbook cites this paper.

Frame Entrepreneurs in an AI Agent Community: Concentrated Identity-Claim Production on Moltbook CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:54.796703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-07T09:22:15.249406Z digest=sha256:f644397121d4c51e691a431013b4a3731c188bcd6a0e093ee381535931cf0a7f

Observation 45f2b42e-2969-4f5f-94ce-dab0967175d4 · inbound

Frame Entrepreneurs in an AI Agent Community: Concentrated Identity-Claim Production on Moltbook cites this paper.

Frame Entrepreneurs in an AI Agent Community: Concentrated Identity-Claim Production on Moltbook CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:54.796703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T03:03:35.394560Z digest=sha256:3b317fcc20d09c2561d6742a9ce2cf7ed895b3f8ea415feb5ab92c150db2f3c8

Observation 126cde45-d923-448b-b36c-dcd99035a651 · inbound

Frame Entrepreneurs in an AI Agent Community: Concentrated Identity-Claim Production on Moltbook cites this paper.

Frame Entrepreneurs in an AI Agent Community: Concentrated Identity-Claim Production on Moltbook CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:54.796703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T06:52:50.384980Z digest=sha256:870a33ae3d990c2b919e1bfca994dda3aed9baf090bf56c8f2700aaa3ec12843

Observation c9db9da7-c600-4b3a-a03e-2a14d267bd43 · inbound

When Agents Evolve, Institutions Follow cites this paper.

When Agents Evolve, Institutions Follow CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:54.796703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-07T05:47:14.797006Z digest=sha256:0e56d515215dbae1ac79063c0101db81671d366f07490e8ce106da43a054b077

Observation f3cd4230-f2f2-41dd-a2ec-4703476aa538 · inbound

Self-Adaptive Multi-Agent LLM-Based Security Pattern Selection for IoT Systems cites this paper.

Self-Adaptive Multi-Agent LLM-Based Security Pattern Selection for IoT Systems CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:54.796703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-09T19:04:48.453055Z digest=sha256:41b9141b96065d26e06a6d6b35cbfb593701499de07b663887cc233867415b52

Observation 28d2251f-39c5-4d4e-a63c-4f04429eb7e1 · inbound

Hierarchical Visual Agent: Managing Contexts in Joint Image-Text Space for Advanced Chart Reasoning cites this paper.

Hierarchical Visual Agent: Managing Contexts in Joint Image-Text Space for Advanced Chart Reasoning CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:54.796703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-08T17:07:53.418355Z digest=sha256:a383c47882237c963b270206436a6788eab2f39fa1d95524aea652581132290a

Observation 52f9ec98-29b5-4af5-955d-1ddde6bef4fb · inbound

SAT: Sequential Agent Tuning for Coordinator Free Plug and Play Multi-LLM Training with Monotonic Improvement Guarantees cites this paper.

SAT: Sequential Agent Tuning for Coordinator Free Plug and Play Multi-LLM Training with Monotonic Improvement Guarantees CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:54.796703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T09:34:33.271537Z digest=sha256:bcbd75cb596021451b655feb9a1d15599dca7162101acc4c4bd06932d476404d

Observation 38492f12-7ad5-4015-83a7-7312aac8dc82 · inbound

From Agent Loops to Deterministic Graphs: Execution Lineage for Reproducible AI-Native Work cites this paper.

From Agent Loops to Deterministic Graphs: Execution Lineage for Reproducible AI-Native Work CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:54.796703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T09:50:30.639962Z digest=sha256:9deff6b814adf70cff8dbeb73c284f3390f1a98124731215fa6270f76a5b68c8

Observation 6ca6e7dc-87c2-48b4-b966-e8cc7fd2f7ff · inbound

Beyond Inefficiency: Systemic Costs of Incivility in Multi-Agent Monte Carlo Simulations cites this paper.

Beyond Inefficiency: Systemic Costs of Incivility in Multi-Agent Monte Carlo Simulations CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 12

Resolution
metadata mismatch
arxiv_id, observed 2026-05-14T01:40:54.796703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T06:27:15.884406Z digest=sha256:2b2f183f011f4035d471855cb68ffa21759514853f7eb44796e6262cef5d59ef

Observation bf2a28a2-e762-42d6-9eab-23ca67f72482 · inbound

Intermediate Artifacts as First-Class Citizens: A Data Model for Durable Intermediate Artifacts in Agentic Systems cites this paper.

Intermediate Artifacts as First-Class Citizens: A Data Model for Durable Intermediate Artifacts in Agentic Systems CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:40:54.796703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T04:38:38.425043Z digest=sha256:6d4980bd1f4366f3307d9006b63ac79a2fdfc86fe154833c359f3a26ed0798a7

Observation b29c4a6f-6823-4b7b-9e68-67c999f35da6 · inbound

Do LLM Agents Mirror Socio-Cognitive Effects in Power-Asymmetric Conversations? cites this paper.

Do LLM Agents Mirror Socio-Cognitive Effects in Power-Asymmetric Conversations? CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 84

Resolution
metadata mismatch
local_arxiv, observed 2026-05-21T07:34:02.660272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-21T07:32:10.115134Z digest=sha256:5608bad32f0b3041334637c3305ada6c7def9f50232274da6494b59c28145cd1

Observation fe1f1fb3-468e-428f-8a68-ad41d523c85f · inbound

Verify-Gated Completion as Admission Control in a Governed Multi-Agent Runtime: A Bounded Architecture Case Study cites this paper.

Verify-Gated Completion as Admission Control in a Governed Multi-Agent Runtime: A Bounded Architecture Case Study CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 2

Resolution
metadata mismatch
local_arxiv, observed 2026-05-20T09:28:10.098419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-20T09:26:37.961221Z digest=sha256:b61f937b9dd6814b57805c6c63c477151993c594902b1ccccc1efaf1ef22d00a

Observation d792f258-c448-47ef-9ed7-f580936d3f27 · inbound

Verify-Gated Completion as Admission Control in a Governed Multi-Agent Runtime: A Bounded Architecture Case Study cites this paper.

Verify-Gated Completion as Admission Control in a Governed Multi-Agent Runtime: A Bounded Architecture Case Study CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 2

Resolution
metadata mismatch
local_arxiv, observed 2026-05-22T10:11:22.284942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T10:08:38.741728Z digest=sha256:647931b1d295c7cb04e320e78db7c460f6931d7dbda4fd1153816e0b1409adf3

Observation ed9babd4-a060-404a-86e3-6fcf95ffd0c4 · inbound

A Methodology for Selecting and Composing Runtime Architecture Patterns for Production LLM Agents cites this paper.

A Methodology for Selecting and Composing Runtime Architecture Patterns for Production LLM Agents CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-05-20T04:53:04.149907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-20T04:52:24.576085Z digest=sha256:1a5328a1fbe0ba1748ba6ef8faf2309eba18175005f0f80031fc12068a0cbd4e

Observation a9176871-ff0b-45d3-b0f4-6ce15f1aed34 · inbound

Context: Proactive Goal-Directed Intelligence via Composable Sandboxed Programs, Declarative Wiring, and Structured Interaction cites this paper.

Context: Proactive Goal-Directed Intelligence via Composable Sandboxed Programs, Declarative Wiring, and Structured Interaction CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 11

Resolution
verified exact
local_arxiv, observed 2026-07-05T07:50:47.763670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-07-05T07:44:28.704550Z digest=sha256:3822fb7b7724390e04423294c4a7f79b63ee394e873eed57a8be6b4671bd909e

Observation 5a4a1680-bbd8-4a6f-9110-2aac54a9ad46 · inbound

LipoAgent: Coordinating Fine-Tuned LLM Agents for Safer Lipid Design cites this paper.

LipoAgent: Coordinating Fine-Tuned LLM Agents for Safer Lipid Design CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 1

Resolution
metadata mismatch
local_arxiv, observed 2026-06-30T00:24:04.125350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-30T00:23:37.241862Z digest=sha256:3fdb2e4c43db5c48142ed0bd47085570eff8df64121b56a33c7150c38f04e587

Observation 7140016b-fe03-4efa-b47b-e3e16ecb284f · inbound

AgensFlow: A Coordination-Policy Substrate for Multi-Agent Systems cites this paper.

AgensFlow: A Coordination-Policy Substrate for Multi-Agent Systems CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-07-01T16:15:49.139258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-07-01T16:08:56.103382Z digest=sha256:c5dd48a58aa7039f6323955996c0b58855552d95e74731b1e9cbbe1984fc3eb9

Observation 67e50726-9e08-4def-817e-cd8d08ffb9a3 · inbound

Got a Secret? LLM Agents Can't Keep It: Evaluating Privacy in Multi-Agent Systems cites this paper.

Got a Secret? LLM Agents Can't Keep It: Evaluating Privacy in Multi-Agent Systems CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-06-29T16:43:40.552693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-29T16:38:21.049712Z digest=sha256:0261639cbb34dc0ae3e1dcd4a026d6d2f2270378a9f25b9ce2d837fff8504cf3

Observation 91b694ad-89fc-431c-86df-053adda107fc · inbound

Towards Cybersecurity SuperIntelligence (CSI): What's the best harness for cybersecurity? cites this paper.

Towards Cybersecurity SuperIntelligence (CSI): What's the best harness for cybersecurity? CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-06-29T12:03:23.961393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-29T12:00:05.330178Z digest=sha256:571019a3e15e4dbe594b1a6bc84089eb9e217f71ed513178f62784c7895f9b81

Observation d8773692-6acb-4b73-82db-06d87df6e2e1 · inbound

Towards Efficient and Evidence-grounded Mobility Prediction with LLM-Driven Agent cites this paper.

Towards Efficient and Evidence-grounded Mobility Prediction with LLM-Driven Agent CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 26

Resolution
metadata mismatch
local_arxiv, observed 2026-07-02T07:16:44.613821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-06-28T07:02:56.386723Z digest=sha256:091ba8ee93bab68b81ec097032412360143534d7ba8b21f27d6c62145fb4a366

Observation 9a01972b-b585-46c0-bdab-b937d4e2b2ec · inbound

What Should Agents Say? Action-state Communication for Efficient Multi-Agent Systems cites this paper.

What Should Agents Say? Action-state Communication for Efficient Multi-Agent Systems CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 59

Resolution
verified exact
local_arxiv, observed 2026-07-02T08:06:47.977823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-06-28T06:23:21.738795Z digest=sha256:f07f4c8c1e2768ffb59040cfdf72e16647ff6b1fa1fb2b0d2bcb3d4ec73e686f

Observation 789363d1-7f1d-4b5e-80cb-d9cf63d4d48b · inbound

Do More Agents Help? Controlled and Protocol-Aligned Evaluation of LLM Agent Workflows cites this paper.

Do More Agents Help? Controlled and Protocol-Aligned Evaluation of LLM Agent Workflows CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 66

Resolution
metadata mismatch
local_arxiv, observed 2026-07-02T12:56:57.299689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-06-28T01:42:20.527063Z digest=sha256:2005abd90f5a27f2ac9f8004f943c27164a2bd922204922fb5ce931a1290c368

Observation a7fb325a-7b33-4035-9b6e-772b1bc9e324 · inbound

Beyond tokens: a unified framework for latent communication in LLM-based multi-agent systems cites this paper.

Beyond tokens: a unified framework for latent communication in LLM-based multi-agent systems CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-07-02T13:16:59.299661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-28T01:22:36.740283Z digest=sha256:5a16793cfc944a0c1eeb4a4f068d52a148c3deab2424acdf31464842f434a658

Observation 7c1e2a4e-9862-4ee9-b495-1dd0299ae34b · inbound

Beyond tokens: a unified framework for latent communication in LLM-based multi-agent systems cites this paper.

Beyond tokens: a unified framework for latent communication in LLM-based multi-agent systems CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-02T12:21:48.752758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T12:21:48.752758Z digest=sha256:059e8fd2ff850f5fcb0ea9fd1a1c306c03b585aa675dc76473aa50a36c6e1d13

Observation 7234b2be-40f6-4e45-9142-29dd8e5cd568 · inbound

Queen-Bee Agents: A BeeSpec-Centered Architecture for Governed Enterprise MCP Orchestration cites this paper.

Queen-Bee Agents: A BeeSpec-Centered Architecture for Governed Enterprise MCP Orchestration CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 8

Resolution
metadata mismatch
local_arxiv, observed 2026-07-02T14:27:03.661511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-06-28T00:29:37.573762Z digest=sha256:85d852e5446672d7dbfcb352c6fca551ac9d70060a3ea1e89fbdab896cf2fb2a

Observation fbf58296-07cc-41b3-a683-5c133ff1c3d6 · inbound

ConMem: Structured Memory-Guided Adaptation in Training-Free Multi-Agent Systems cites this paper.

ConMem: Structured Memory-Guided Adaptation in Training-Free Multi-Agent Systems CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-07-02T22:37:26.626830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-27T18:41:56.982127Z digest=sha256:87e51ee38adc5533586716d6cc5d950897f90d04a54d897ce34bd487d7468922

Observation 028edb98-cf2a-4553-ab2b-072de68ef01b · inbound

PerspectiveGap: A Benchmark for Multi-Agent Orchestration Prompting cites this paper.

PerspectiveGap: A Benchmark for Multi-Agent Orchestration Prompting CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 46

Resolution
metadata mismatch
local_arxiv, observed 2026-07-02T23:17:29.765562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-06-27T18:19:06.340769Z digest=sha256:5aaae7c5176c46cab8239f66f3e960d0f2e35f8bcbb41cf443a5c666469189a4

Observation 7e5a1c6c-45d9-4c15-90cf-1382d75cc6a6 · inbound

PerspectiveGap: A Benchmark for Multi-Agent Orchestration Prompting cites this paper.

PerspectiveGap: A Benchmark for Multi-Agent Orchestration Prompting CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 3

Resolution
unresolved
no resolver link, observed 2026-07-14T18:11:45.966902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T18:11:45.966902Z digest=sha256:67a90c6955559aa3aa4d91754b56a03598eba55aea89667948f1d8669ede408f

Observation 5bf3ac00-4deb-4e3f-8eef-ae7ae73e1bd3 · inbound

What makes a harness a harness: necessary and sufficient conditions for an agent harness cites this paper.

What makes a harness a harness: necessary and sufficient conditions for an agent harness CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-06-27T19:31:10.889290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-27T15:15:57.372858Z digest=sha256:75697e40c4da32e9aebb98b03b3e586c3ac7787c63784a5838c944e326210bca

Observation ab1d0184-0a1d-4f08-9644-6e93774d97fa · inbound

The Internet of Agentic AI: Communication, Coordination, and Collective Intelligence at Scale cites this paper.

The Internet of Agentic AI: Communication, Coordination, and Collective Intelligence at Scale CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 35

Resolution
verified exact
local_arxiv, observed 2026-07-03T16:28:39.576624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-27T05:31:33.715189Z digest=sha256:b21f4826820cedcea02053785ebb711e1fbee39507487dbb0fb87724b1b53eec

Observation aa761cdf-40e1-4715-8bd2-43e59e320060 · inbound

Evaluating LLM Coding Agents on SZ-Family Lossy Compression Across Architectures cites this paper.

Evaluating LLM Coding Agents on SZ-Family Lossy Compression Across Architectures CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-07-05T02:20:36.826462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-07-05T02:11:32.959298Z digest=sha256:a37dc6d5cb28d1194ca5cc331c606ea7fefec4873019ea1d25df4b4608e16c4a

Observation e82fe869-73c9-4d9d-be28-3f38e9e73c60 · inbound

A Technical Taxonomy of LLM Agent Communication Protocols cites this paper.

A Technical Taxonomy of LLM Agent Communication Protocols CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 21

Resolution
metadata mismatch
local_arxiv, observed 2026-07-04T03:09:28.834636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-26T18:34:15.845033Z digest=sha256:e8edc835551beb599e9805990e52ee5d4568d6d0d0114afad0e7d5b3533832b1

Observation b257e787-d653-4bd9-86be-52a2e52e4b8a · inbound

OpenRath: Session-Centered Runtime State for Agent Systems cites this paper.

OpenRath: Session-Centered Runtime State for Agent Systems CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-07-04T01:29:22.951340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-26T20:18:48.243426Z digest=sha256:b2faec311c9eed8eebfcff8ad992ed985a2b4fee3d7768115f321c3716df9118

Observation 21f68ba9-94e6-416f-9179-f6cc32c628f0 · inbound

Atomistic Language Models Understand and Generate Materials cites this paper.

Atomistic Language Models Understand and Generate Materials CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 40

Resolution
verified exact
local_arxiv, observed 2026-07-04T06:09:36.488641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-26T14:54:28.608607Z digest=sha256:e3bc8ab4d40f6add3f55525f9b9727da065f662837cfbcb4e74798e844607b82

Observation a2b29646-2563-4f93-9ca8-74d59720331e · inbound

Novelty-Aware Agentic Retrieval: Comparing Research Contributions Through Structured Multi-Step Reasoning cites this paper.

Novelty-Aware Agentic Retrieval: Comparing Research Contributions Through Structured Multi-Step Reasoning CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 6

Resolution
verified exact
local_arxiv, observed 2026-07-04T08:49:41.457127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-26T11:06:12.918215Z digest=sha256:271e7eba202760e510a5c14deda39385e6151dc16bb7c36263da8ac5e7d2f59b

Observation 79f88ad8-3893-4dbd-a0be-2a35e5c68877 · inbound

PaperClaw: Harnessing Agents for Autonomous Research and Human-in-the-Loop Refinement cites this paper.

PaperClaw: Harnessing Agents for Autonomous Research and Human-in-the-Loop Refinement CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 36

Resolution
metadata mismatch
local_arxiv, observed 2026-07-04T09:09:42.494275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-06-26T10:36:14.840581Z digest=sha256:7ccdba5be19a77cf97d16a491196e57bb212d113096f3bcfc993931b2cfb93f4

Observation 55725c0f-c44f-417d-86f1-70626585aba3 · inbound

Glite ARF: Verifier-Driven Research with Parallel LLM Coding Agents cites this paper.

Glite ARF: Verifier-Driven Research with Parallel LLM Coding Agents CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 51

Resolution
verified exact
local_arxiv, observed 2026-07-01T19:06:02.728458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-06-29T01:15:00.436786Z digest=sha256:2d8f36a3af865ed71637576dd0d98b3e55745bd4939809db0bb77202efb19e9d

Observation 9899fa55-a746-4a02-ae1b-7cebb11691bb · inbound

MESA: Prioritizing Vulnerable Communication Channels for Securing Multi-Agent Systems cites this paper.

MESA: Prioritizing Vulnerable Communication Channels for Securing Multi-Agent Systems CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 24

Resolution
verified exact
local_arxiv, observed 2026-06-30T16:14:53.959985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-30T04:48:51.748711Z digest=sha256:e2bb9c25d43a44260a5da72dd91b4edcf0aa3d97538087f3da30f7696169dcad

Observation e156f697-d7b6-48ec-ae35-5ff8170c385b · inbound

Auditing Belief-Conditioned LLM Agents in Hidden-Information Social Deduction Games cites this paper.

Auditing Belief-Conditioned LLM Agents in Hidden-Information Social Deduction Games CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 9

Resolution
unresolved
no resolver link, observed 2026-07-14T09:04:16.361753Z

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source=pdf_text observed=2026-07-14T09:04:16.361753Z digest=sha256:fe0c07cbc7b7b69a75b127a4818eb9301f7559413fec4598f97ae59615b0d2f0

Observation 26b03074-4147-4cee-8427-f997531bfab3 · inbound

LOGOS: A Living Logic for AI Agent Teams That Evolve With Humans cites this paper.

LOGOS: A Living Logic for AI Agent Teams That Evolve With Humans CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 23

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no resolver link, observed 2026-07-14T08:37:17.973015Z

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source=arxiv_source observed=2026-07-14T08:37:17.973015Z digest=sha256:93ba3d10a8ee0911140cd675f0cbcfa3143a17b621a7f82b17bd2addadbdd995

Observation 45ad74f9-95f2-490d-be29-3b292f910f96 · inbound

AI Agents Do Not Fail Alone:The Context Fails First cites this paper.

AI Agents Do Not Fail Alone:The Context Fails First CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 8

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no resolver link, observed 2026-08-02T02:38:46.879009Z

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source=pdf_text observed=2026-08-02T02:38:46.879009Z digest=sha256:5b107dce20d33b6d931af73eddbdb1eb8905961a2375b3c2ba5521859305af0f

Observation 1a7c4be0-789c-49f5-8b13-e97999bf956f · inbound

Precise but Uncoupled: Reviewer Precision Does Not Guarantee Critique Uptake in Multi-Agent Math Reasoning cites this paper.

Precise but Uncoupled: Reviewer Precision Does Not Guarantee Critique Uptake in Multi-Agent Math Reasoning CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 13

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no resolver link, observed 2026-08-01T23:34:07.165520Z

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source=pdf_text observed=2026-08-01T23:34:07.165520Z digest=sha256:452d1b4380b68712b298697ce21c975193bee8ab82853ed9206187e590c12588

Observation 488c1782-9367-498c-9335-fda6ab6e4ddf · inbound

Semantic Cooperative Games for Contribution Attribution in LLM-Based Multi-Agent Systems cites this paper.

Semantic Cooperative Games for Contribution Attribution in LLM-Based Multi-Agent Systems CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 1989

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no resolver link, observed 2026-08-02T14:07:03.508637Z

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source=pdf_text observed=2026-08-02T14:07:03.508637Z digest=sha256:4dd8b9e745e783c3038d31b7f2ad964b902a3b3684c8ed95f0c51bd08949fc5d

Observation ef463495-76f7-4aa8-af2b-d9ec83391b82 · inbound

Engineering Trustworthy Agentic AI for Critical Systems cites this paper.

Engineering Trustworthy Agentic AI for Critical Systems CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 39

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no resolver link, observed 2026-08-01T15:07:28.904841Z

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source=pdf_text observed=2026-08-01T15:07:28.904841Z digest=sha256:4059c7983a851355a82323a962c2a583a64b6b713c55f44e3c15a9dfa6a77237

Observation 3ffbb3e0-f26c-4670-b5d8-e60efc8b7e1d · inbound

A Vocabulary for Multi-Agent Automated Research Systems cites this paper.

A Vocabulary for Multi-Agent Automated Research Systems CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 36

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no resolver link, observed 2026-08-02T07:06:11.408636Z

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source=pdf_text observed=2026-08-02T07:06:11.408636Z digest=sha256:0a3598543c0f94744af1b8f785fbe579727fb6eab3d7d015c4ec7df0d9e70a58

Observation 4265d83c-bb19-44c5-b888-79a2950d20c6 · inbound

Agent Team Work Zone: An Automated, Persistent Workspace for Long-Lived Claude Code Agent Teams cites this paper.

Agent Team Work Zone: An Automated, Persistent Workspace for Long-Lived Claude Code Agent Teams CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 2023

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no resolver link, observed 2026-08-01T04:12:04.391861Z

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source=pdf_text observed=2026-08-01T04:12:04.391861Z digest=sha256:998b528232f5f5cd9bdddfbf2ca89e4ba9d85865ceba21f7180895f969fe5c49

Observation 87d64364-72c8-42fe-99cd-3a3e45a42e8e · inbound

SafeFlow: Semantic Information-Flow Control for Blocking Malicious Propagation in Multi-Agent Systems cites this paper.

SafeFlow: Semantic Information-Flow Control for Blocking Malicious Propagation in Multi-Agent Systems CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 12

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no resolver link, observed 2026-08-01T03:01:01.805934Z

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source=arxiv_source observed=2026-08-01T03:01:01.805934Z digest=sha256:55dedc86af3815c9e2bc1fa61095ee8688f47c7a268f3315fe8b1db82d9dda94

Observation a0faab73-6ff8-434f-892a-e19e5db24dbd · inbound

What makes prompts a graph: necessary and sufficient conditions for prompt graph engineering cites this paper.

What makes prompts a graph: necessary and sufficient conditions for prompt graph engineering CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 28

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no resolver link, observed 2026-08-01T05:22:41.274446Z

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source=pdf_text observed=2026-08-01T05:22:41.274446Z digest=sha256:28bdca9ece45871adc74480dc92257cef721729b15f9032b4ceeaa21fb3bd01a

Observation 49817731-0ad2-4c24-8d6a-20a34241c475 · inbound

SKIMIX: Multi-Agent Harness-Time Scaling with Skill Mixture for Dynamic Harness Engineering cites this paper.

SKIMIX: Multi-Agent Harness-Time Scaling with Skill Mixture for Dynamic Harness Engineering CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 7

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no resolver link, observed 2026-07-31T21:03:10.059331Z

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source=pdf_text observed=2026-07-31T21:03:10.059331Z digest=sha256:c97d81fc144d0c0cef2af0ece2e2bd6534a5318a97a64d2b89c9012f31232fe5

Observation fe9df4b3-0278-448c-942d-e2a15f5666b3 · inbound

Global Optimization and Inference-Time Region Grafting for Agentic Workflows cites this paper.

Global Optimization and Inference-Time Region Grafting for Agentic Workflows CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 10

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no resolver link, observed 2026-08-04T08:52:22.517554Z

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source=pdf_text observed=2026-08-04T08:52:22.517554Z digest=sha256:f71a2d913755d080618e52f439323ce97688b249ba1043d94a12778b758ef6da