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Paper Citation Record · LEDGER

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor

As of 8 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2507.15903.

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

pith.paper-citation-record.v1
2507.15903 v2

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:37:53.381249Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

38 of 38 outbound references displayed

  • verified exact2
  • verified fuzzy11
  • unresolved25
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 257a1fb0-7465-4267-9557-11ec39a9a32a · outbound

This paper cites Augmenting LLMs with Knowledge: A survey on hallucination prevention.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Augmenting LLMs with Knowledge: A survey on hallucination prevention

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-08-06T15:37:53.868782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:37:50.855566Z digest=sha256:ee02ba6fa8c4879d2107ba02155a5224edb1562aee8c2552e2a39009643fe3a0

Observation 9e9ff522-8b16-4545-ae01-923a794a761e · outbound

This paper cites Ben Abacha and D.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Ben Abacha and D

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:37:54.202327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:37:50.909639Z digest=sha256:e6d508f4baa1c16dcd28e647f15da985033f79cdd7d79987c3eef5047d912b49

Observation 5b05867a-b2bb-41e9-bdae-b1cfd9d5b789 · outbound

This paper cites Open Problems and Fundamental Limitations of Reinforcement Learning from Human Feedback.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Open Problems and Fundamental Limitations of Reinforcement Learning from Human Feedback

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-06T15:37:50.967677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:37:50.967677Z digest=sha256:f2fdfc30db64676f279781caaf8c10d0ebe3381eb812221553a97fd22cdb7747

Observation d65ed794-e385-4fea-9c4a-5943a9dbbce6 · outbound

This paper cites an unresolved cited work.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:37:54.188339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:37:51.061956Z digest=sha256:739560df271b7df568238d2b780a596c5e577ab424bbd5dc7c5b9c6a9d45e3cc

Observation 45e0c70e-7f67-48d0-8bef-7f9704c537dd · outbound

This paper cites Elasticsearch.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Elasticsearch

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:37:54.172734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:37:51.139775Z digest=sha256:b68e8b1f8975acbea85c84922eb32b9b49e8f3fcf8f2fa3d97957bbe7958736a

Observation 15b0b7df-f214-4a95-ba83-22193021fb39 · outbound

This paper cites Farquhar, J.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Farquhar, J

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:37:54.159290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:37:51.237175Z digest=sha256:9282acc4823642ff2007e632c4673b6830b3f89cc357d29a502a2b402ce59035

Observation e2f803ba-cdb1-4c7e-91ea-bf388c19d188 · outbound

This paper cites Freyer, I.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Freyer, I

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:37:54.146010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:37:51.318314Z digest=sha256:fff49cd07d68af5398c758d08bb2587c6885e7ead66b8e61521158cb16a0e6da

Observation 2689254d-9c6c-4fed-a2a9-fb213d37b034 · outbound

This paper cites AgentScope: A Flexible yet Robust Multi-Agent Platform.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor AgentScope: A Flexible yet Robust Multi-Agent Platform

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T15:37:51.412910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:37:51.412910Z digest=sha256:7079cac75ffebc717a83487d1131d544850c8f356dd1510a31b6ef3f4c16706b

Observation 52c73386-d5b7-4d8f-9406-bc76855f1a07 · outbound

This paper cites an unresolved cited work.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:37:54.132224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:37:51.526211Z digest=sha256:f206e1212c0acc876e92c5500b2c4a529a8a22250ae0fd29c2e9ad75778322c2

Observation 1ad0fdd9-b13f-4936-a2b3-610fd87f1c3a · outbound

This paper cites an unresolved cited work.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:37:54.118749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:37:51.674969Z digest=sha256:91cc8d9491ce2997e809410dd4349b4ef7408c087855893ab07c8f8327d10a38

Observation 1707c5f6-13af-4568-aff9-0bfc18d2aec4 · outbound

This paper cites an unresolved cited work.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:37:54.104801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:37:51.759685Z digest=sha256:30df56c37dee0753c89007bddf94edbd624457888a8dff520837dc31e1f58386

Observation c137e0f8-599f-4154-9d9c-076713e1cd2c · outbound

This paper cites A Probabilistic Framework for LLM Hallucination Detection via Belief Tree Propagation.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor A Probabilistic Framework for LLM Hallucination Detection via Belief Tree Propagation

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-08-06T15:37:53.796994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:37:51.894063Z digest=sha256:a7e0042406663f58f4fcd56c34808fc16eb7e620ba14cd2830eb1dc716067457

Observation 0861da52-e20c-4575-a469-0c5e1f89b758 · outbound

This paper cites Huang, W.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Huang, W

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:37:54.090243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:37:51.993880Z digest=sha256:a9231c20a5c57bb20b21aef7e4ef8d600527f61c58b0e9e272c86e5f607e995d

Observation eafa1c10-0e01-4e52-8a68-daaaabcf3de2 · outbound

This paper cites LLM Internal States Reveal Hallucination Risk Faced With a Query.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor LLM Internal States Reveal Hallucination Risk Faced With a Query

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-06T15:37:52.086233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:37:52.086233Z digest=sha256:a4c2931992c4b547a852f4cf392638bf6ee08320c288f2ccaf6e484281d9ede7

Observation f14f2dda-f917-4d9e-9134-ebeb4b49e895 · outbound

This paper cites Kasneci, K.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Kasneci, K

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:37:54.076138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:37:52.166033Z digest=sha256:e724d2990be15751c496f21868d08a8f71b23e7203d06e450a1c7b809648d1cc

Observation deef3de3-e1bf-446a-beef-ff8237da6bb5 · outbound

This paper cites Semantic Uncertainty: Linguistic Invariances for Uncertainty Estimation in Natural Language Generation.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Semantic Uncertainty: Linguistic Invariances for Uncertainty Estimation in Natural Language Generation

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T15:37:52.266247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:37:52.266247Z digest=sha256:d770a2e4f3364c89add1ae62e905ccbf3ea0024942becd431add07709678ba51

Observation 7d105140-fbcc-4081-b7c8-abeaf7a77741 · outbound

This paper cites an unresolved cited work.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:37:54.060579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:37:52.316192Z digest=sha256:7495501419afaeb77fb1f5ab4b26de3e64944ced5ea307d1915125befdb24f5a

Observation 052b7b42-ee4b-4bf5-a008-1e91807e39d6 · outbound

This paper cites Non-Vacuous Generalization Bounds for Large Language Models.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Non-Vacuous Generalization Bounds for Large Language Models

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T15:37:52.442018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:37:52.442018Z digest=sha256:defc914688a98139e62e97270c96c217e36b6f39a91482586c4bf61bce647926

Observation db5f0c73-4e19-4e61-8754-4806832620f2 · outbound

This paper cites Unlocking Tokens as Data Points for Generalization Bounds on Larger Language Models.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Unlocking Tokens as Data Points for Generalization Bounds on Larger Language Models

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-06T15:37:52.619159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:37:52.619159Z digest=sha256:35ce82c4ad37e52e61ec6be9811bb2383e742cb468187b4aa77c296d48445728

Observation fecb1a37-bd8d-48e6-94d8-ddf020188db5 · outbound

This paper cites Manakul, A.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Manakul, A

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:37:54.045667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:37:52.728262Z digest=sha256:9a885a7523329f17b997243363e617cdae2ae7a366b03db952c3527cd8343ddb

Observation 9837d882-0bfd-4094-8aeb-388eabd19ffe · outbound

This paper cites Detecting Hallucinations in Large Language Model Generation: A Token Probability Approach.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Detecting Hallucinations in Large Language Model Generation: A Token Probability Approach

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-06T15:37:52.899974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:37:52.899974Z digest=sha256:c5d5a6c99dacd8940d9ab807eeec9d90056864b613277e93811a7a7bcdf44d4a

Observation ba0f2fdd-73b0-4186-b003-8fb2f69d27af · outbound

This paper cites Rajpurkar, J.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Rajpurkar, J

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:37:54.030342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:37:53.001044Z digest=sha256:f9b5f65c7eded0df970d7b34b21c7070715bde254611fcacda609e6e3506791a

Observation fe2cae6a-b12a-4f60-8862-eac2a06fa4d9 · outbound

This paper cites an unresolved cited work.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:37:54.014460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:37:53.105436Z digest=sha256:c99be67c534ec7a1f114bffdcdac7f3d87f44d8bdb025c37491fda519e482e5c

Observation bf3667d1-530d-4220-9635-d01297cfcc30 · outbound

This paper cites Sriramanan, S.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Sriramanan, S

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:37:53.998960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:37:53.152277Z digest=sha256:249de4de9d3d25346dd53867a942a7fad1908f2e3aa60c2b9d0e0703f7f51d1e

Observation c2522a62-2f56-4c90-b1dc-ec5617f889ad · outbound

This paper cites an unresolved cited work.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:37:53.982813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:37:53.239491Z digest=sha256:820d8976ca153a4f50920ac8a2732b573e865ffeb94685e32cd7ec47ed7d7bb8

Observation 6015f660-058e-4713-b5e5-ebbe639e4235 · outbound

This paper cites Udekwe, O.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Udekwe, O

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:37:53.967570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:37:53.311468Z digest=sha256:cab70e2804e8d2802119fdf1e5e83e0ad2272b9acbd0cbfedcc1816114a407c0

Observation d38752a0-e80b-4de6-8d3e-b49980dad67f · outbound

This paper cites an unresolved cited work.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:37:53.949427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:37:53.317982Z digest=sha256:d58cfc0c0699212f17df73ddc99e1afe566e994079737993408036a3fe3f7d36

Observation f2460146-1220-4b57-a402-05a2140f85d6 · outbound

This paper cites Measuring and Reducing LLM Hallucination without Gold-Standard Answers.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Measuring and Reducing LLM Hallucination without Gold-Standard Answers

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-06T15:37:53.326100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:37:53.326100Z digest=sha256:da772a9675cc2c10c4be0db2395b3725f5b283d4266a6b0afd9503791e22f3a9

Observation be85b009-4086-4ba0-8a68-056b23e7e53c · outbound

This paper cites Misconfidence-based Demonstration Selection for LLM In-Context Learning.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Misconfidence-based Demonstration Selection for LLM In-Context Learning

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T15:37:53.331952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:37:53.331952Z digest=sha256:9748d33698f5d2a0d6e0a5f29e9f50dc90fb32863689439173564914d033aaa0

Observation ee199a73-8305-480c-acc7-9c371cf93aa3 · outbound

This paper cites an unresolved cited work.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:37:53.934842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:37:53.338018Z digest=sha256:03d71f73db763cebef20c87bef0cc3c4d77c02ee6873c90e2b548a56ae58ffbe

Observation c7b58886-b9ec-432d-929c-4450917f39af · outbound

This paper cites an unresolved cited work.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:37:53.919410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:37:53.343120Z digest=sha256:81a0ddde99231d5f3595bd4bcd587ac53c6d70c0d3d158a5ee5cd44eda059fca

Observation 140295a2-87aa-4373-a21b-7fbc98dbdba4 · outbound

This paper cites User-Controlled Knowledge Fusion in Large Language Models: Balancing Creativity and Hallucination.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor User-Controlled Knowledge Fusion in Large Language Models: Balancing Creativity and Hallucination

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-06T15:37:53.348127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:37:53.348127Z digest=sha256:204bc1f4dfd363ed200fbfa6614bd03dc08bc04f01948cea20a71073d40b6ab2

Observation 5a6b38ec-da2f-4618-a07d-1af536850d9e · outbound

This paper cites Zhang, S.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Zhang, S

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:37:53.903229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:37:53.353626Z digest=sha256:1f84edd8d2ada1738750c9300df76b7facf7fa3c472848b0150cdaaada9da0d3

Observation b0ced79a-74d5-4f6f-af9f-cf718a2a27be · outbound

This paper cites Knowledge Overshadowing Causes Amalgamated Hallucination in Large Language Models.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Knowledge Overshadowing Causes Amalgamated Hallucination in Large Language Models

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-06T15:37:53.358295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:37:53.358295Z digest=sha256:23e82a90c8bb3e0b53ee723eba57ef6c61ada17ff7da1cb1fcda2bc4aaa3f18a

Observation 17e28cd8-09cf-422d-998c-9bbf0d4a44fd · outbound

This paper cites an unresolved cited work.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-06T15:37:53.363016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:37:53.363016Z digest=sha256:6f9e7f89c1cee58c86377ad01e56466c9d276cd07e54618e0baccd0a9de6f911

Observation b908795f-b2ad-4ac4-8599-531b9b4a537e · outbound

This paper cites Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-06T15:37:53.368228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:37:53.368228Z digest=sha256:9baf3fd266b18ff55d3b78ad2d7979c872b68e819012c9988b0a5141266471a3

Observation c0651131-0a69-4323-80c0-f62bfd526de0 · outbound

This paper cites an unresolved cited work.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:37:53.887021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:37:53.374288Z digest=sha256:9c8ccd7f32c37f69d712c4335b7ae1184694ccae94704bef9e3619898da046cf

Observation dc27e47f-b8e8-4b7e-9528-4ba0f7fc3203 · outbound

This paper cites PoLLMgraph: Unraveling Hallucinations in Large Language Models via State Transition Dynamics.

Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor PoLLMgraph: Unraveling Hallucinations in Large Language Models via State Transition Dynamics

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-06T15:37:53.381249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:37:53.381249Z digest=sha256:beec28bf5e5eee8d04dd735ff78a713895cdb9fbe2f61aa3abb9a03f2344b557

Pith citing papers

No inbound Pith citation observations are available.