Paper Citation Record · LEDGER

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation

As of 6 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 0 inbound Pith citation observations for arXiv:2606.03137.

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

pith.paper-citation-record.v1
2606.03137 v2

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-02T23:10:03.733636Z

measured 47 of 47 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

47 of 47 outbound references displayed

verified exact21
verified fuzzy7
unresolved14
parse uncertain0
malformed identifier1
metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a8fe3cbe-080f-42d0-a86a-9abda05f1c34 · outbound

This paper cites Copilot Evaluation Harness: Evaluating LLM-Guided Software Programming.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Copilot Evaluation Harness: Evaluating LLM-Guided Software Programming

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-07-02T23:17:29.030874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0554790e-51a7-4ca5-978d-68133c0f0101 · outbound

This paper cites 2023), e2311627120.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation 2023), e2311627120

Reference 2

Resolution: metadata mismatch; doi, observed 2026-07-02T23:17:28.792626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f94f72f2-b21f-4076-a18e-b0ae859cbe04 · outbound

This paper cites an unresolved cited work.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-07-05T18:11:22.664712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 43245c3e-22a9-49ac-ae64-3cdf5a259cb0 · outbound

This paper cites In Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems (CHI ’25).

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation In Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems (CHI ’25)

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T23:17:28.801699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9cb11b23-da53-4fbc-94aa-2de54ca63c04 · outbound

This paper cites an unresolved cited work.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Unresolved cited work

Reference 5

Resolution: verified exact; doi, observed 2026-07-02T23:17:28.797103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 00240830-d990-443f-a458-a037f8e0c830 · outbound

This paper cites From Failed Trajectories to Reliable LLM Agents: Diagnosing and Repairing Harness Flaws.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation From Failed Trajectories to Reliable LLM Agents: Diagnosing and Repairing Harness Flaws

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-07-02T23:17:29.026778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1fa36e31-3765-47a6-896b-81e21a2f5453 · outbound

This paper cites AlpacaFarm: A Simulation Framework for Methods that Learn from Human Feedback.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation AlpacaFarm: A Simulation Framework for Methods that Learn from Human Feedback

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-07-02T23:17:29.021269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 97ea328c-0df5-41dc-b4e6-72585db650b1 · outbound

This paper cites an unresolved cited work.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-07-05T18:11:22.646372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a521fa0d-fde3-4a75-bf28-710404c8814b · outbound

This paper cites Heterogeneity.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Heterogeneity

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-07-02T23:17:28.811572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ea521c56-c186-4123-879f-480de1b7d06f · outbound

This paper cites Harness-MU: A Safe, Governed, and Effective Harness for Multi-User LLM Agents.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Harness-MU: A Safe, Governed, and Effective Harness for Multi-User LLM Agents

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-07-02T23:17:29.015897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6ac83240-e1f1-4aa5-bb54-65e0e61003b9 · outbound

This paper cites Group-in-Group Policy Optimization for LLM Agent Training.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Group-in-Group Policy Optimization for LLM Agent Training

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-07-02T23:17:29.005175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 68bf542e-6a8f-460e-aedd-1857169041e3 · outbound

This paper cites 1957.A Theory of Cognitive Dissonance.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation 1957.A Theory of Cognitive Dissonance

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T18:11:22.651387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 98e8ff17-2270-4a63-811d-fc344309b6d2 · outbound

This paper cites Finite-time coo perative guidance laws for multiple missiles with acceleration saturation constraints.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Finite-time coo perative guidance laws for multiple missiles with acceleration saturation constraints

Reference 13

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T23:17:28.795230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 180ed05a-6167-434d-b601-882c068d14ba · outbound

This paper cites an unresolved cited work.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-07-05T18:11:22.637958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f75143ad-e345-412d-80b4-cc359e3d1d1e · outbound

This paper cites Hayes, Carroll J.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Hayes, Carroll J

Reference 15

Resolution: verified exact; doi, observed 2026-07-02T23:17:28.808974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ff5d3b3f-df01-4894-aac9-55439813bd2a · outbound

This paper cites Hayes, Carroll J.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Hayes, Carroll J

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T18:11:22.634772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3b46e12e-655c-4024-979a-5e74664b3e84 · outbound

This paper cites Marshall, Chesley Cheatham, Kris Austin, Kimberly D.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Marshall, Chesley Cheatham, Kris Austin, Kimberly D

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T18:11:22.642626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4ada80ad-bbaa-425c-a3a4-8a35df660ef9 · outbound

This paper cites https://api.semanticscholar.org/CorpusID:202407482.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation https://api.semanticscholar.org/CorpusID:202407482

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T18:11:22.655257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation eb05c446-586a-4f7a-ae3e-a87b8bb37dd2 · outbound

This paper cites an unresolved cited work.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-07-05T18:11:22.658770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a0fa6e9c-6e75-4c28-8455-b9cbedff9975 · outbound

This paper cites an unresolved cited work.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-07-05T18:11:22.661754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 642b3f1d-5fcf-4222-8123-593293929869 · outbound

This paper cites an unresolved cited work.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-07-05T18:11:22.621980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 531d4321-1204-48e2-9b14-f8defae62d3e · outbound

This paper cites Harness Updating Is Not Harness Benefit: Disentangling Evolution Capabilities in Self-Evolving LLM Agents.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Harness Updating Is Not Harness Benefit: Disentangling Evolution Capabilities in Self-Evolving LLM Agents

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-07-02T23:17:29.012969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation da130f3e-5c60-4870-9fe8-4ddef1266453 · outbound

This paper cites an unresolved cited work.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-07-05T18:11:22.618960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 13c05e75-3743-404f-8058-68a01b5e3999 · outbound

This paper cites Autoharness: improving llm agents by automatically synthesizing a code harness.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Autoharness: improving llm agents by automatically synthesizing a code harness

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-07-02T23:17:29.007963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation da803d3f-9ce3-4321-bc06-a5c3c7d38389 · outbound

This paper cites an unresolved cited work.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-07-05T18:11:22.625171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f18d62a8-91f0-463e-a31a-624aa0685b32 · outbound

This paper cites Spiral of Silence.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Spiral of Silence

Reference 26

Resolution: verified exact; doi, observed 2026-07-02T23:17:28.805034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1369f0b4-6894-4f0c-b899-75dea6b6e281 · outbound

This paper cites Metzger, Ethan H.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Metzger, Ethan H

Reference 27

Resolution: verified exact; doi, observed 2026-07-02T23:17:28.803432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e5c75c99-4ffc-45c7-9c42-811fc5ab4b8d · outbound

This paper cites an unresolved cited work.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-07-05T18:11:22.628432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 520fc01a-6ffd-4707-af44-cf00494abe73 · outbound

This paper cites an unresolved cited work.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-07-05T18:11:22.609822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e700fe2e-3635-4974-b9cb-5172e0687669 · outbound

This paper cites Mutz and Paul S.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Mutz and Paul S

Reference 30

Resolution: verified exact; doi, observed 2026-07-02T23:17:28.807164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0824e1b2-1906-4102-b7fb-080bf41d047d · outbound

This paper cites an unresolved cited work.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Unresolved cited work

Reference 31

Resolution: verified exact; doi, observed 2026-07-02T23:17:28.788056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 462a3467-abcd-4800-8620-dbc5424d4704 · outbound

This paper cites doi:10.1111/j.1460- 2695.1990.tb00623.x David Issa Mattos, Jan Bosch, and Helena Holmström Olsson.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation doi:10.1111/j.1460- 2695.1990.tb00623.x David Issa Mattos, Jan Bosch, and Helena Holmström Olsson

Reference 32

Resolution: malformed identifier; doi_truncated, observed 2026-07-02T23:17:28.790048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c1c3b087-62da-484f-ab4c-ac6b9c56a646 · outbound

This paper cites Zou, Jonne Kamphorst, Niles Egan, Aaron Shaw, Benjamin Mako Hill, Carrie Jun Cai, Meredith Ringel Morris, Percy Liang, Robb Willer, and Michael S.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Zou, Jonne Kamphorst, Niles Egan, Aaron Shaw, Benjamin Mako Hill, Carrie Jun Cai, Meredith Ringel Morris, Percy Liang, Robb Willer, and Michael S

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T18:11:22.606757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6ae31e3d-4b69-4599-9d6d-8b8c3a2c75ca · outbound

This paper cites an unresolved cited work.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-07-05T18:11:22.612643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9c5c2a13-81eb-4f3e-8463-bf98c4c8d40b · outbound

This paper cites an unresolved cited work.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Unresolved cited work

Reference 35

Resolution: verified exact; doi, observed 2026-07-02T23:17:28.798762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2a740461-2688-424b-8d88-13f22e7e214f · outbound

This paper cites an unresolved cited work.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-07-05T18:11:22.603353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6d611237-1b5e-4910-bb6d-090f60cd7f95 · outbound

This paper cites Bakker, Daniel Jarrett, Hannah Sheahan, Martin J.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Bakker, Daniel Jarrett, Hannah Sheahan, Martin J

Reference 37

Resolution: verified exact; doi, observed 2026-07-02T23:17:28.783468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c4d4ed17-543d-4cf7-bacb-18b4956c0b9c · outbound

This paper cites Wojcieszak and Vincent Price.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Wojcieszak and Vincent Price

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-07-02T23:17:28.786282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 55fe1aa8-123f-4f43-8a9f-9f3bfddc7167 · outbound

This paper cites White, Doug Burger, and Chi Wang.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation White, Doug Burger, and Chi Wang

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T18:11:22.600251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 90d65087-c7da-459f-8579-5e901b280bdc · outbound

This paper cites Adapting the Interface, Not the Model: Runtime Harness Adaptation for Deterministic LLM Agents.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Adapting the Interface, Not the Model: Runtime Harness Adaptation for Deterministic LLM Agents

Reference 40

Resolution: verified exact; local_arxiv, observed 2026-07-02T23:17:29.018359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b624a23c-b275-41ba-83b4-8be18a4b5935 · outbound

This paper cites OASIS: Open Agent Social Interaction Simulations with One Million Agents.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation OASIS: Open Agent Social Interaction Simulations with One Million Agents

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-07-02T23:17:29.002680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c445a1c9-0a0c-4c1b-99cc-753763dbae4b · outbound

This paper cites an unresolved cited work.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-07-05T18:11:22.615743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 14c61fec-f13c-419a-beab-be64c18e6e30 · outbound

This paper cites Temporal Data Meets LLM -- Explainable Financial Time Series Forecasting.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Temporal Data Meets LLM -- Explainable Financial Time Series Forecasting

Reference 43

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T23:17:29.024019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 738da93e-5c5b-4e9b-8006-82b19da2812f · outbound

This paper cites an unresolved cited work.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-07-05T18:11:22.631703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation fb2ae5a2-7727-46e6-a810-25c308c3a7ab · outbound

This paper cites General Modular Harness for LLM Agents in Multi-Turn Gaming Environments.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation General Modular Harness for LLM Agents in Multi-Turn Gaming Environments

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-07-02T23:17:28.999895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 66e096f7-a247-48f0-b5c7-598b482f635f · outbound

This paper cites Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering

Reference 46

Resolution: verified exact; local_arxiv, observed 2026-07-02T23:17:29.010381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8f33a0af-1774-4477-88ec-757dba09de07 · outbound

This paper cites deliberation-making.

Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation deliberation-making

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T18:11:22.594157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Pith citing papers

No inbound Pith citation observations are available.