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Paper Citation Record · LEDGER

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit

As of 21 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 3 inbound Pith citation observations for arXiv:2509.00761.

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

pith.paper-citation-record.v1
2509.00761 v4

Coverage vector

measured 61 of 61 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T13:20:40.699873Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T16:36:09.830236Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T20:00:07.738184Z

Reference resolution

61 of 61 outbound references displayed

  • verified exact0
  • verified fuzzy15
  • unresolved46
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d2a9b29d-6b15-49d1-8015-83c32612b3c4 · outbound

This paper cites GPT-4o System Card.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit GPT-4o System Card

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-05T13:20:40.030557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:20:40.030557Z digest=sha256:0b4ccb5f4facef00d08da162350b680483423e5719f25a7a65fbc7b4f9a406f3

Observation d5bbeb74-1782-4f2d-91bf-3b4211a3f789 · outbound

This paper cites Salazar-Molina, William A.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Salazar-Molina, William A

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:20:42.862910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.038812Z digest=sha256:8fe649d5b85072cb3841debd110e5c27df6cf6816c8432811e0d561715c02a69

Observation 7d045bfd-492e-422e-aabc-94921c1bc696 · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:20:42.826485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.051786Z digest=sha256:ab59164fce816af086d1014bad53d03911d07da15a99e7ba04a2c5013554e298

Observation 611336de-b7fd-4db8-b2ce-86afc5b99344 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-05T13:20:40.061506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:20:40.061506Z digest=sha256:1577416f4489b25797790dd3d1153c8d36f04bdeb33ba8ef1fe58a2abe22ac7f

Observation ef42b738-554f-4449-8772-b998e853f0ad · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:20:42.781128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.082825Z digest=sha256:34945ed1e732f154d7ec365c03a540069c7a360d7bbb7e104b9b2348d1fd490e

Observation c73a4eec-1b79-4b04-a1bb-cc1219f0b89c · outbound

This paper cites LEGAL-BERT: The Muppets straight out of Law School.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit LEGAL-BERT: The Muppets straight out of Law School

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-05T13:20:40.088086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:20:40.088086Z digest=sha256:ec89d6006d9de20134e1163433617c8c0e32c73802b92c35a0a58cc911b1006c

Observation 4cf1c160-73f7-409c-ade5-64f8a3506475 · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:20:42.745303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.100378Z digest=sha256:18214ce379c7a76c91cd1b7d04d69ecedd682b49e50b6f5cfb7c70682f4e6a06

Observation c4b104e9-c4e9-494e-a0db-fd3af4d762cd · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:20:42.711177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.126161Z digest=sha256:8a28704899fd78158dfde7808af3eeb05edfc5b98ad5598a85601a2e9f0eccf1

Observation a630eb59-6afd-4b71-ba17-668694187651 · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:20:42.681085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.137633Z digest=sha256:3e3b9fc4fa984d244a47627f745f91f5440cf843b92e1f98fed68f36bedecae6

Observation 941e3497-6522-442b-99c4-1bc4b96615ec · outbound

This paper cites Demonstrate-Search-Predict: Composing retrieval and language models for knowledge-intensive NLP.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Demonstrate-Search-Predict: Composing retrieval and language models for knowledge-intensive NLP

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-05T13:20:40.148292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:20:40.148292Z digest=sha256:0e8bb7a07fe1d8778196c65dea21450a20a5ac1814ebb1eca6533d81b8d4bdbc

Observation 2c1c658c-1c18-4181-877b-5c669db27286 · outbound

This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-05T13:20:40.156658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:20:40.156658Z digest=sha256:d261e47e3fd36f9241694fcfc2888853c074d6e998bae7b54b783d470c99b6a5

Observation b10eed4e-ca0e-4025-be5c-affbf26df883 · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:20:42.638442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.167341Z digest=sha256:7550b81261c2876c8d9fd25f153b663034716716387b580e24bd4ebd4f75f67d

Observation d3b53318-dbd7-4bbe-b8ea-1ef7c7ea912b · outbound

This paper cites Search-o1: Agentic Search-Enhanced Large Reasoning Models.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Search-o1: Agentic Search-Enhanced Large Reasoning Models

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-05T13:20:40.181730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:20:40.181730Z digest=sha256:a89b3a7240201502e0ca9a059c23d9de47cbcad6bdf5caf6f9265ab04933ee29

Observation 5b0a8964-8a1d-42bd-a871-5176867790f8 · outbound

This paper cites WebThinker: Empowering Large Reasoning Models with Deep Research Capability.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit WebThinker: Empowering Large Reasoning Models with Deep Research Capability

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-05T13:20:40.192567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:20:40.192567Z digest=sha256:b3b118ddb35c87f1d175c150d13df60cbb04232851e4677cc7d9afb239ebafb1

Observation eb1f0442-e41e-485b-9960-178f853579ad · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:20:42.594845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.204055Z digest=sha256:30578ae5f2d1acffc650665d428d11b94417129ae2a41e143446bec1b618c191

Observation 1453cdde-daf9-4ce8-9207-bc12e6f87fe0 · outbound

This paper cites OpenAI o1 System Card.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit OpenAI o1 System Card

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-05T13:20:40.222155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:20:40.222155Z digest=sha256:848f3dd25ab09d41022e1bad848db2f0294a07502c0e6cb9d723c37baccfebe4

Observation a64ca889-6392-4fab-9af3-2d170dfbd4c1 · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:20:42.563549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.232140Z digest=sha256:a8bbdd7f09a9468e60d8b11c882300af0279c661941a550e30396731c691f07b

Observation af07a4b9-59d8-4fe4-ba3c-9270c46f43f2 · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-05T13:20:40.244423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:20:40.244423Z digest=sha256:1c7e833b3f69b8f8c8050e536687598051dfe548b7bc39b1a8e6da88f6282158

Observation bf6dc00e-07ee-4273-910c-31f0e9e6941c · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-05T13:20:40.282627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:20:40.282627Z digest=sha256:a1a1d34cda803eece83ddc0286e8e933fcb054fdb28d027ad5825c27c16a1cb0

Observation 89c6e2da-42fd-4acb-9150-9e9b158b2204 · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:20:42.531323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.290924Z digest=sha256:d5625f76a93db60eb970efe19fd7ae15840d2d179d6e88a4fa9891c39b4055d2

Observation da642c05-ee5d-4048-be27-d3e20b2f4e75 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-05T13:20:40.305708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:20:40.305708Z digest=sha256:dfa5ba4397b9ee830bd84c0e9fd6d18b40f4cf4b5f46bf76126248437b4d97f2

Observation 384bee4a-f879-4755-bd09-60bd9391daff · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:20:42.507861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.314168Z digest=sha256:8af36c5cbb12d5954a3916da58b356625ec27f52abfdfbfaa0753916e10ab55d

Observation 00c2fa40-9b4c-47f7-b001-636219faa3c3 · outbound

This paper cites Pile of Law: Learning Responsible Data Filtering from the Law and a 256GB Open-Source Legal Dataset.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Pile of Law: Learning Responsible Data Filtering from the Law and a 256GB Open-Source Legal Dataset

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-05T13:20:40.321847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:20:40.321847Z digest=sha256:4fc377e169785152e4a09973c564b564aae977517fa0124ec6a6ccd0ef669ab6

Observation ee3b4a77-0a4c-47d1-98df-6852fc58664b · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:20:42.483500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.332373Z digest=sha256:75cee75c6e80c7974e8ebc0b19b73aa116c59126c5578492b070a7d84658561e

Observation 0efc6177-c0c8-4f41-8fd8-c92df459e153 · outbound

This paper cites LegalBench: A Collaboratively Built Benchmark for Measuring Legal Reasoning in Large Language Models.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit LegalBench: A Collaboratively Built Benchmark for Measuring Legal Reasoning in Large Language Models

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-05T13:20:40.339812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:20:40.339812Z digest=sha256:2db1ecd665a44807cb946b8df56e3e849b9b32f0ca7e300d7261ee5e60c0631d

Observation c0370e5e-7377-4fb1-869f-6def0da9a179 · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:20:42.454859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.350952Z digest=sha256:ce70407092102a8b43a2530f5583f75d28aae0eed094567ecd3a8ce6ad369a99

Observation cc9cff5f-b14a-4e0c-bf78-5f7dab5eaac9 · outbound

This paper cites Case law retrieval: problems, methods, challenges and evaluations in the last 20 years.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Case law retrieval: problems, methods, challenges and evaluations in the last 20 years

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-05T13:20:40.363531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:20:40.363531Z digest=sha256:b997fff4045a203d1f7e432b2a93c5d615ced90e2a8e2164f132339cfc479d38

Observation a972e3b8-2916-484f-b7a6-b3313a1e35c1 · outbound

This paper cites Hallucination is Inevitable: An Innate Limitation of Large Language Models.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Hallucination is Inevitable: An Innate Limitation of Large Language Models

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-05T13:20:40.371620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:20:40.371620Z digest=sha256:eea7aad885e6405d31b89992e7a20e9241a02d7255f9bf98cb0d7dcc587f6db3

Observation b085a635-32a2-4499-a734-ab058ab29ef0 · outbound

This paper cites A Survey of Uncertainty Estimation in LLMs: Theory Meets Practice.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit A Survey of Uncertainty Estimation in LLMs: Theory Meets Practice

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-05T13:20:40.380380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:20:40.380380Z digest=sha256:74e81f4f9bd2520c6cd2911928820da12841f712f24929964f7adeffba3822a6

Observation be9283c2-3cab-496a-836f-18c9589803ca · outbound

This paper cites Man- ning, Peter Henderson, and Daniel E.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Man- ning, Peter Henderson, and Daniel E

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:20:42.418262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.387101Z digest=sha256:259343ca56f50b5c2f0e5e1a7470f9da04d3518628b3fe4518e68549c2f30f7e

Observation 5e91d544-06eb-43dc-bdd7-df0774a73ba6 · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-05T13:20:40.393508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:20:40.393508Z digest=sha256:4a5a0ea84113ee52c4b4fa2d3eb7eed397fc94c550750244e9230c6207803392

Observation 09ebf120-fb07-420c-b284-d6c182567d21 · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit ReAct: Synergizing Reasoning and Acting in Language Models

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-05T13:20:40.403817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:20:40.403817Z digest=sha256:612b94f66f5e0117b38c286d25e8cd775fbee3286c83fa832c87aed5fdaca66b

Observation e42a0015-0f8b-45c5-bbab-687791f1c59d · outbound

This paper cites Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-05T13:20:40.410966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:20:40.410966Z digest=sha256:ee90690f6b6069c00de8f4b3fab4dc5b93b371ef1a6a299f726cd68dd21ee9c5

Observation acbc2c93-73ca-46f6-b8c7-71c146b94dde · outbound

This paper cites Language Models (Mostly) Know What They Know.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Language Models (Mostly) Know What They Know

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-05T13:20:40.419960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:20:40.419960Z digest=sha256:aea74e39bc691ffb06544cdd546622a7944b276b64cbd70912201fd7b4526a4f

Observation 58b3bfd4-70b9-4836-9a90-e1923cf89627 · outbound

This paper cites CUAD: An Expert-Annotated NLP Dataset for Legal Contract Review.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit CUAD: An Expert-Annotated NLP Dataset for Legal Contract Review

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-05T13:20:40.425896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:20:40.425896Z digest=sha256:7baa135673c65f98b9f5f0fbd28de31522341aab8a04affe3780832fc42b6476

Observation d1772b72-acad-4f8d-9dcd-ce1448257498 · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:20:42.388157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.437839Z digest=sha256:25e380365445e908ca2f6e0075cdc5d45c60ccc29261f2cb5c9d28b562aab11f

Observation 85c955b5-03fb-4569-a348-ae5224a24473 · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:20:42.358297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.449048Z digest=sha256:26f9f31210efab0f54131f330fa18fa4a7e007c8679448a87af21292893fcc3c

Observation d286dca9-cb54-4359-9dd2-cc69422b6c85 · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:20:42.330801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.462577Z digest=sha256:7ee6a65afa5d962b14a8eeb019ce50466412669e360a80ecc397a97d0041386c

Observation a42709e3-da5b-43b6-bdbb-fba155ae1716 · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:20:42.299621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.474165Z digest=sha256:2159bf52e9f7042eb53711ebcde5a0b9c2f6183494aa663b62dd03dad2e65b27

Observation 97231f02-bc3c-4147-96df-524bb1f45642 · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:20:42.261914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.481962Z digest=sha256:303f84af37898cc282b4a02b11c5ecaa1acf2ed700e4f9e8e193a0f5d7ec0f0f

Observation 2e09e1aa-17d0-4b1d-920e-e65d028e1b2f · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:20:42.228674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.495422Z digest=sha256:ce7bce27d6fca59c7c5354426eb849bc1b665d510e57640e263efb148a03a7b1

Observation 4c55fdde-3be6-4434-a508-ba8d36a92ece · outbound

This paper cites Summary Agent Prompt Create a comprehensive answer to the user’s legal question based on the search results.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Summary Agent Prompt Create a comprehensive answer to the user’s legal question based on the search results

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:20:42.202426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.514250Z digest=sha256:f07f75d01aa9b23591e0d3d816498d7808b5625604d35c37d8cdac552805b42d

Observation 20caf914-c54d-46e3-82b3-020972b5dea4 · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:20:42.143149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.521112Z digest=sha256:abc2e84ecb5456c7aa54074c8f6a338415bf899b1b8b88a82e5016e192ae6a4a

Observation e4d191ac-7e83-42f1-b312-f6e3eecd6c14 · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:20:42.108803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.527705Z digest=sha256:ba70553d5f7fc8f531d78a0c1be36e4d70b227b3c03ec0d4c205698d1299cbbc

Observation 2a64a7e8-7d06-45a8-ba86-2eb6782820c5 · outbound

This paper cites 11 Judge Agent Prompt You are a legal research judge evaluating search results.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit 11 Judge Agent Prompt You are a legal research judge evaluating search results

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:20:42.074194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.535190Z digest=sha256:e803b6d61fd0aa07e136eaa1c4f3a403fccf316692026db2c231f13ae2f97751

Observation 373bc30a-23e1-4967-9ab4-e5c2b1c451c2 · outbound

This paper cites Consider: What was asked? What information was provided? What is still missing?.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Consider: What was asked? What information was provided? What is still missing?

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:20:42.048820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.545711Z digest=sha256:3479193a23bfc248b68453c316e75fe62c66d168c729b19686655580bfbd3075

Observation fed2bb34-6d61-4977-9f42-afb774a6d1b6 · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:20:42.017574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.554482Z digest=sha256:d5acef92a00361c2fe9173847b363a113d16c9b8d9328e991b6245a51b11789e

Observation c294d7a2-fed3-4964-bda1-00b86f023605 · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:20:41.992630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.566626Z digest=sha256:5bf1ba54b4d6f9068b7a7fa517d2793d3ace4f9b0b43899644e69a006df62975

Observation 2795890a-0a88-4fb5-8a74-56552d532ddc · outbound

This paper cites No specific jurisdiction mentioned.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit No specific jurisdiction mentioned

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:20:41.956300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.585637Z digest=sha256:92477f1eaf04713f35dbdd925447fef2292bf0b81ae559a700e07fb5a5c8234c

Observation d5c133a3-4b1b-411e-8c7c-bd718559fb6f · outbound

This paper cites California SB 365 employment arbitration 2025 full text.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit California SB 365 employment arbitration 2025 full text

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:20:41.924613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.608525Z digest=sha256:cc207a2086cd6f0d2d5d2564db3641d2bb005a03c9787dbf46e55dc388c88680

Observation d286065a-2353-4b60-a3dd-96a823b537c0 · outbound

This paper cites Restoring Gold Standard Science.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Restoring Gold Standard Science

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:20:41.899128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.613980Z digest=sha256:62b73504e89569bfdda2e8439ba0afff9bedff009fee3edca6996bd2b7a59cba

Observation 57609119-338f-4b1a-b754-c9258c21f56f · outbound

This paper cites New Executive Order on ’Gold Standard Science’: FOIA.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit New Executive Order on ’Gold Standard Science’: FOIA

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:20:41.864223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.620325Z digest=sha256:78b6e23fbe9127c168ffeafb67b8128bc3b9b04d963fc3aafe3cd444a4f29ee0

Observation b2cab215-88f7-45d7-9efe-5c293c76536d · outbound

This paper cites Implementing Gold Standard Science.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Implementing Gold Standard Science

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:20:41.829099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.625442Z digest=sha256:05a2a53ac4e232e0c40c62eb09350131d287c0ddaba3288a1248043a7e6594c7

Observation 8d1955d6-cc3b-4fb0-9b26-ab313b7277a3 · outbound

This paper cites White House OSTP Issues Agency Guidance for Gold.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit White House OSTP Issues Agency Guidance for Gold

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:20:41.801461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.638971Z digest=sha256:99e00c4a6fd38b016a73fa7de0c78083f832c8551a6b55cb7fccdba6e5be84db

Observation 9c93ef2a-e30c-4d96-bb87-deb15c6a7628 · outbound

This paper cites Federal Agencies Respond to ’Gold Standard Science.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Federal Agencies Respond to ’Gold Standard Science

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:20:41.771589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.648014Z digest=sha256:a59e54a4a4c24bbae2d7f43fe956b586a6b6d8f0fbfedac27cf01229b040c065

Observation f3c8e3d9-bc91-4387-9810-0513179f3573 · outbound

This paper cites reasonable period.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit reasonable period

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:20:41.748601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.657505Z digest=sha256:9c641455fd9f305dce42bc2fc4ffed84b774ad4a0ec241184c8fe302b5204e6f

Observation 45b66b0a-81d9-4cb7-a0b9-a0125829d414 · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:20:41.719960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.673841Z digest=sha256:0ae3b50c3f9f46d904b4764fb1930f71f06335004e30e987fda868cff5762592

Observation 68e3feb7-dc90-4ce4-8b0f-6cfff608472f · outbound

This paper cites B.1.2 Why L-MARS Succeeded.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit B.1.2 Why L-MARS Succeeded

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:20:41.696737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.680215Z digest=sha256:58de1c21d5eb0c110a5f0b1fba6453c351cb8260c3d507b7936579d03ab3817a

Observation 1d911bfd-2221-4ff6-baab-9ddecb6f29bd · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:20:41.673778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.685733Z digest=sha256:5e35b82e3855ff2d746d11da6239d05e34d211cab045b14675d75c2778f8bdec

Observation c4c01af9-76a4-49e5-b4d0-30e7ec70ce62 · outbound

This paper cites an unresolved cited work.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:20:41.632530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.691781Z digest=sha256:f7e81193b020e7b55e2e6cc853e5105a48b62c77a8da453c1bb00bbaab75ff02

Observation 875591f7-ac70-4e38-ab91-ecf6cb645aaf · outbound

This paper cites B.2 Implications for Legal AI Systems This case study highlights several important considerations for legal AI applications.

L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit B.2 Implications for Legal AI Systems This case study highlights several important considerations for legal AI applications

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:20:41.604811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T13:20:40.699873Z digest=sha256:77debf97a1887d12136b189e847f0ae71ad27ef9856343771af3d13cde15b2eb

Pith citing papers

Observation ba30b4cf-9456-4a58-83df-e0954173af43 · inbound

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

ClawTrace: Cost-Aware Tracing for LLM Agent Skill Distillation L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-07-17T01:20:38.146763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-08T06:04:11.480377Z digest=sha256:6e55559885bcb9ddc89796e9a75d58ff633acae93b22c761e304405678d9c3b6

Observation f6daadcb-ce4f-4e89-bc05-7219c079b5b3 · inbound

Maat: The Agentic Legal Research Assistant for Competition Protection cites this paper.

Maat: The Agentic Legal Research Assistant for Competition Protection L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-07-17T01:20:38.146763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-29T16:36:09.830236Z digest=sha256:3ef698260954ca864870374d94c8248bbd9da42360375bc5893c4fa1cde3d103

Observation 920d664b-7dc3-4936-88de-5ee14a800999 · inbound

The Interplay of Harness Design and Post-Training in LLM Agents cites this paper.

The Interplay of Harness Design and Post-Training in LLM Agents L-MARS: Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit

Reference 54

Resolution
verified exact
arxiv_id, observed 2026-07-17T01:20:38.146763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-06-25T20:57:20.179394Z digest=sha256:1d5063130798669fbb1eec3c82b61badc00573f0358eaeda4c2290bfa85912ec