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Paper Citation Record · LEDGER

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models

As of 10 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 1 inbound Pith citation observation for arXiv:2604.12995.

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

pith.paper-citation-record.v1
2604.12995 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T15:59:34.133124Z

measured 53 of 53 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T07:04:51.970049Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-03T14:28:31.409216Z

Reference resolution

52 of 52 outbound references displayed

  • verified exact4
  • verified fuzzy23
  • unresolved23
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4e9c706f-0a7b-46b1-af29-0dc823b69cce · outbound

This paper cites AutoBench-V: Can Large Vision-Language Models Benchmark Themselves?.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models AutoBench-V: Can Large Vision-Language Models Benchmark Themselves?

Reference 1

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T09:31:03.326869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:310e1666549654171fd366e2f216fce403cbe1cad0ed0e6e7177b00ec637121d

Observation 102bf708-bf50-41ec-b2e2-7201190ba57a · outbound

This paper cites PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-11T09:31:03.284839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:650213d5101cb806f51599958843da3482cb1c2139fd824d89c25e2bce5f1417

Observation ca94fb1a-cca3-4038-b2e5-9430a494c013 · outbound

This paper cites Self-MoE: Towards Compositional Large Language Models with Self-Specialized Experts.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Self-MoE: Towards Compositional Large Language Models with Self-Specialized Experts

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-11T09:31:03.306384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:9c60919722e9d39930377253ed0411122246415299ec3de7ddaf2b93547d4abb

Observation 6594556f-d517-4b03-8e11-f87a2537c8a3 · outbound

This paper cites DeepSeek-V3 Technical Report.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models DeepSeek-V3 Technical Report

Reference 4

Resolution
verified exact
local_arxiv, observed 2026-05-11T09:31:03.291953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:3af51f63a90c2b67db773569953f76d95c7c3139b687d8e99517a5582f15ddd4

Observation 730f37d0-5df1-4053-851f-d78aa586c8b3 · outbound

This paper cites In The Thirty-eight Conference on Neural Information Processing Systems Datasets and Benchmarks Track.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models In The Thirty-eight Conference on Neural Information Processing Systems Datasets and Benchmarks Track

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:32:00.966285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:3de1d2e54aa962e5b166682c8ce1de1e1a1c7ba80918a9186e755cb7ad64b33c

Observation 3bcf4592-42af-4cbe-a5f8-67946f765ccd · outbound

This paper cites Zhi Zhou, Jiang-Xin Shi, Peng-Xiao Song, Xiaowen Yang, Yi-Xuan Jin, Lan-Zhe Guo, and Yu-Feng Li.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Zhi Zhou, Jiang-Xin Shi, Peng-Xiao Song, Xiaowen Yang, Yi-Xuan Jin, Lan-Zhe Guo, and Yu-Feng Li

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:32:00.969492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:854ed5cc4baed6dea4d7e9b109415506b1415d4fad92f0354275ffd592e93a44

Observation 837fbc65-3a90-4ca6-b677-1b00e40b79f3 · outbound

This paper cites Wenhao Zhu, Hongyi Liu, Qingxiu Dong, Jingjing Xu, Shujian Huang, Lingpeng Kong, Jiajun Chen, and Lei Li.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Wenhao Zhu, Hongyi Liu, Qingxiu Dong, Jingjing Xu, Shujian Huang, Lingpeng Kong, Jiajun Chen, and Lei Li

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:32:00.899692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:0c64e41f0561089b242e9a245deca06522a01b048100a98f4b55670d3c3f25db

Observation 74bd6aff-963d-41e1-96b0-1f4f281fcc21 · outbound

This paper cites We identified and removed duplicates by checking for high sim- ilarity in document titles and textual content.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models We identified and removed duplicates by checking for high sim- ilarity in document titles and textual content

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:32:00.902844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:e5622d4deba414978941f5fd1d15642613d5c03f7ec3728e7bceab054e681d61

Observation e4f66529-8b2f-403b-80a3-4f81291a2e49 · outbound

This paper cites non-substantive.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models non-substantive

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:32:00.905713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:ea1772be604416d2df0589f0d79fe4eb9403a552013fca3f3911de836a4648c0

Observation 777eabe4-a688-4f56-8887-377cfbe45d00 · outbound

This paper cites outdated.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models outdated

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:32:00.911368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:73982bdf0ce9d01b0f441c3c5d1e33f05ea0ad54d33b0081e7134f45b58af038

Observation cc8afcae-45f1-44b1-a50f-2a70b9422397 · outbound

This paper cites Option: A.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Option: A

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-11T09:31:03.275270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:7c0a65bb80be78bcb656c16c12fed315449d14c26b7bda6fb8998a544183f440

Observation a4b6426c-960c-40ca-82ba-f9a45ccf2667 · outbound

This paper cites an unresolved cited work.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:32:00.893757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:cfac78ec6f92702feb0f4d1300c9cdf5f8a21e25daa176db06ffc577e5193918

Observation 0d5d0743-b696-4a44-8514-4ad2a7bf5410 · outbound

This paper cites Appropriate.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Appropriate

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:32:00.896695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:eeedd67b8af7aea0c8a5ad85fc5aa4e38326a6c93e27ab713fbb3e9e0b444271

Observation 541f0107-c754-4e5e-b431-2dd93d26633a · outbound

This paper cites an unresolved cited work.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:32:00.908535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:1c6a3f2e2390fb68761cc23e33a1eab9c7c87be8b3202c58cc3292cbe190ad7d

Observation 40cf4a81-d544-4098-b3fe-3b24b38fd8b9 · outbound

This paper cites • Open-Weights: Qwen-3, Qwen-2.5, and Llama-4.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models • Open-Weights: Qwen-3, Qwen-2.5, and Llama-4

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:32:00.914603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:1e66a674f845a4bb92f7f360f646aefc665b17a1bd5169a7cb22be2c0bfbc792

Observation 9901c5d0-1ec3-4c7d-ba04-ef8cbb153bdd · outbound

This paper cites This is the standardPolicyBench setting.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models This is the standardPolicyBench setting

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:32:00.917459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:0303a58e90f9acfa52954222e1dd74ca65ed38f3ef81e04264feb65ccad21118

Observation ad15718f-646b-46e4-a2cd-10a429acccc6 · outbound

This paper cites Familiarity Bonus.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Familiarity Bonus

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:32:00.951918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:6d397f14ae0de3a5d4e80f7888388c235d2190d6689fdd876236dd2e956f5b1d

Observation 81f9a00f-52e0-4caf-94eb-787d6604f3a1 · outbound

This paper cites Model-Speak.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Model-Speak

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:32:00.865046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:fcecd33a732416225e664876f845ce14d5d8ecd97f10c50594de485fda3806d1

Observation 09ba63d6-6557-4973-aee4-009f861c0f14 · outbound

This paper cites Baseline.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Baseline

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:32:00.862169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:b69aca048b56f0a8c34ac111944f5be3ed19feff882c57b88452c43aa0034b7b

Observation 16b6fbb6-0d16-4394-9ee5-92a4e22f9806 · outbound

This paper cites 整顿市场秩序、建设法规体系、促进产业发展.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models 整顿市场秩序、建设法规体系、促进产业发展

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:32:00.874735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:f4687aa822b9140170f9dc06ba58a40062485e628becf61fbff1f61ef0eed44a

Observation c379fdc6-4aa1-49ff-b885-110c41771fa7 · outbound

This paper cites an unresolved cited work.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:32:00.531098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:3f1ef5f167c7c2b78ada09d672ffd5f9df403ce50c82cee2945c3831db0e7559

Observation dac51262-0b88-42ac-b19c-597ef64079d1 · outbound

This paper cites an unresolved cited work.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:32:00.845507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:f1e6ff9a88141c1738438046359903dd05f22d904bbbb70db0742df6dbecc436

Observation 0cb55f2a-00f6-441d-a6cb-25f67cd65ab3 · outbound

This paper cites an unresolved cited work.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:32:00.949191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:b2e87b188af8ed0dbe029ce50694970d5cb50de09970b7d0b25972fd47d5ab44

Observation 47b6e050-461e-4991-a79b-63ba6c43e8cb · outbound

This paper cites 美丽中国·美好生活.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models 美丽中国·美好生活

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:32:00.946390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:1bc59a0780d71550476b75909b28901b8e2259aeaa441e7dfb412c15ef46c717

Observation 492feed8-9440-4ec1-8503-84d2658ef7dc · outbound

This paper cites an unresolved cited work.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:32:00.954548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:6376c04cef51ae1b7373296034d10f95a706474c78225f2c9ee4db54be3ec2c9

Observation fad9ad0c-be5d-4315-9125-0e669964a69e · outbound

This paper cites an unresolved cited work.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:32:00.960245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:17ab91c90d1200d42a6327fd26d1432afe9d6272c56e0a4c02fdab1018c1a40f

Observation ffe1d7b3-8e3b-445a-ab06-f1810f7704fe · outbound

This paper cites an unresolved cited work.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Unresolved cited work

Reference 27

Resolution
parse uncertain
raw_fallback, observed 2026-05-17T17:32:00.963136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:7583ff62ccb848fe89ef3794beac7b1b1c3c081edf334a48b1a9982576e18068

Observation 50aea190-31e4-4de4-8a81-1f4e2b665552 · outbound

This paper cites Department of the Treasury Highlights the Benefits of Public-Private Partnerships for Main Street and Underserved Rural and Urban Communities.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Department of the Treasury Highlights the Benefits of Public-Private Partnerships for Main Street and Underserved Rural and Urban Communities

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:32:00.943585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:a01a945dfd5ab46bffa51149210d2ca503541e4f6c79bc46ecc91ab37c80603e

Observation 797e759d-fd1c-4587-82e9-f93c1d0804f2 · outbound

This paper cites National Arctic Policy.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models National Arctic Policy

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:32:00.940505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:43b0af895bcaac0bd9030ecdd9704b6f656881c2396ec0ae8e64fcd0e4c6c289

Observation 2e41e6e3-edf7-43e2-94c9-374b0dcafbad · outbound

This paper cites an unresolved cited work.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:32:00.929331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:9608a0131c4004e86cb63d26769792faaa6f40c3f4f4646345956dfca501af60

Observation d296d940-fc4b-4ea8-bc78-422917bf04e6 · outbound

This paper cites an unresolved cited work.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:32:00.932353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:ee26e66876bcea37f48eaa69d9c4bf242e9a3b5c44b7ee7be174f78f104d1ed9

Observation ce4e1ab8-903c-4e8b-962f-f2c641eb955c · outbound

This paper cites an unresolved cited work.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:32:00.935282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:18f154f3e83cffaeec96dc2ae735b12897759ca11372b6b12ddd9a5dd8b8357f

Observation 88237b69-aa69-49eb-9041-fb018a6d460f · outbound

This paper cites an unresolved cited work.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:32:00.957453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:909f43d68b03a72a4709518924e38f53c7a715240a60d97c9e35b46a13196d76

Observation f8bf33f3-cc10-4928-8ca7-afaf1e384666 · outbound

This paper cites an unresolved cited work.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:32:00.926634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:d8cb9e0bbefeac3f80a3c67fbc3ecb9bdca02668e3d8f264be45477266223a8e

Observation 7997d453-eeac-416f-abf7-6a4205091c05 · outbound

This paper cites an unresolved cited work.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:32:00.920137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:0a44cd0de43a23023e4e72143b48ac33229b3f9cd841b275c905f9cb10603ad1

Observation fb24342a-2000-4778-a20c-43242a98ec95 · outbound

This paper cites Department of the Treasury, IRS Release Proposed Guidance to Continue Investment Boom in Clean Energy Production.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Department of the Treasury, IRS Release Proposed Guidance to Continue Investment Boom in Clean Energy Production

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:32:00.923009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:90361c48e7f43557706b578a96333e258504760c34800d31c30b1254c7d78113

Observation ce7cc888-b79a-4854-9d94-4f11693dd4ee · outbound

This paper cites an unresolved cited work.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:32:00.937891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:4b5c2f1b830d63d13f7ebef2346959c5341b62418b00df1449d4b7cfa74d5cb4

Observation 36b1b0c5-7de8-4589-8216-3b1c4bcc55de · outbound

This paper cites an unresolved cited work.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:32:00.881440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:bc9ab5618f794710cfeecbc2cf3b6c8eadd608758c9ce38f5dd740409a11d2a8

Observation 6821314b-ffd5-4606-80de-c8f9d5b71d45 · outbound

This paper cites an unresolved cited work.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:32:00.884411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:d8ef68173dc004d71f30da3563387fd3aafb4ebc94e2c63b8e0d8f41529fabf6

Observation 71d4b6b5-bdf3-4ce5-ae2d-226d4f47726f · outbound

This paper cites Department of the Treasury Issues Proposed Rules Supporting Expanded Tribal General Welfare for Tribal Communities.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Department of the Treasury Issues Proposed Rules Supporting Expanded Tribal General Welfare for Tribal Communities

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:32:00.887649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:93250d6643fe4877beb0e207f27328ae6c7311bf3b2cc055c5f8c3139a86d7b4

Observation ac6ff290-8563-4fd8-974b-2e8f5d4e7c07 · outbound

This paper cites Department of the Treasury, Consumer Financial Protection Bureau, and Federal Trade Commission Announce Steps to Protect Residential Solar Consumers, Ensure Access to Credits.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Department of the Treasury, Consumer Financial Protection Bureau, and Federal Trade Commission Announce Steps to Protect Residential Solar Consumers, Ensure Access to Credits

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:32:00.875818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:279bb8c92ef23e5cbb6cdea86a18e1122216de254459ee977cdc4c119e5ca061

Observation c1b7e20c-f58b-44fb-b094-e095ada18bc4 · outbound

This paper cites Strategy Linking Gender Equality & Climate Action.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Strategy Linking Gender Equality & Climate Action

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:32:00.867171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:92c77aff42d4cb80bce4583eaac35ce7c807f706343cbc0b7ff0b519797d8dff

Observation 71f03b0b-1c94-49c4-99df-5b96c356d0aa · outbound

This paper cites an unresolved cited work.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:32:00.869907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:e8eb6e23e4abc74e8fd50f923daa18c6f673935b384f6b5d2672b1aace2447b6

Observation 4cab7828-faf9-4f5c-beb9-9548ad888280 · outbound

This paper cites an unresolved cited work.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:32:00.861463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:73d24e5a65326bd6ff2590188c2077c7488a9e58ff302462181cd94d5e6255d9

Observation 81a4d153-ac82-4f74-be76-dffb04212e23 · outbound

This paper cites an unresolved cited work.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:32:00.864274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:84499e8831d34e1b2704bee015eaf7c7110e1309efa0c4818f84db8eb37b7d98

Observation 90b15b3e-7fb3-4efb-a03b-b7546c14abb4 · outbound

This paper cites an unresolved cited work.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:32:00.872711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:b960742e86d8c07e52aa30ae2bbc56a79b63837aace5c14f20b49c4ba7faa947

Observation 14b4de55-bf02-4da5-9e5c-a2d9519632cd · outbound

This paper cites According toXXX.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models According toXXX

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:32:00.878691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:663fef127d0293b9d48923ca6fbad6395fcaa1a4a7540f99f22ec8b5d2edec70

Observation 351f76af-5b9f-4674-9e81-ca761f0b34c8 · outbound

This paper cites an unresolved cited work.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:32:00.890833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:a4377209c24f6a62397acaf52f1cb56395d9b7ff5b0f324cef126561ed133b3e

Observation 33ba06e4-f8c0-4d5a-86b2-34e88a2d7793 · outbound

This paper cites - Compare the given answer with the reference key points.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models - Compare the given answer with the reference key points

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:32:00.858519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:5f7a7fae196838cc2b25cb5c0326604b1202432725969684235b5cf80978d280

Observation ce17ca60-689e-4cde-b04b-600f6eddea54 · outbound

This paper cites an unresolved cited work.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:32:00.855847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:84dee23c541d98d64f4ad4ac0dc00a74f90b26d15ad86bd34a8e850df6f21758

Observation 2a7a37c0-1ff7-435c-b65d-bc36113cb717 · outbound

This paper cites an unresolved cited work.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:32:00.849735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:1175564f87c30c8cc31b0817079d652e511de2e8d74a8c86a0a84915a438ff14

Observation 6bb38f87-4b43-449e-be4f-1c3f7fe830af · outbound

This paper cites Do not be lenient.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models Do not be lenient

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:32:00.853101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:dfe3a1b1716a4a8f9d5c87810d92c5934b392e4ce759e61e589f6935ec3da00e

Pith citing papers

Observation fdf9406b-a036-4fdb-a1c3-37a73ad7cdba · inbound

Getting Better at Working With You: Compiling User Corrections into Runtime Enforcement for Coding Agents cites this paper.

Getting Better at Working With You: Compiling User Corrections into Runtime Enforcement for Coding Agents PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models

Reference 32

Resolution
metadata mismatch
local_arxiv, observed 2026-07-03T14:28:31.410554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-06-27T07:04:51.970049Z digest=sha256:ea6a6115bfe150a4f156c917d205501bb9ef35fb8ba55e70e833d3d34d0d779b