Paper Citation Record · LEDGER

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction

As of 10 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 3 inbound Pith citation observations for arXiv:2502.06882.

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

pith.paper-citation-record.v1
2502.06882 v1

Coverage vector

measured 61 of 61 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T18:43:06.888004Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T05:52:41.902019Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T00:59:19.806820Z

Reference resolution

61 of 61 outbound references displayed

verified exact0
verified fuzzy24
unresolved32
parse uncertain2
malformed identifier3
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6312ee92-9abe-4b4f-8f3f-dca4b784e5ff · outbound

This paper cites Well, the thing is.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Well, the thing is

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:43:07.720445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0f43c607-cd84-4c0d-bdc8-ad1ecb079174 · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.697000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a3705702-87ce-48d6-910e-910fa304dada · outbound

This paper cites AgentSense: Benchmarking Social Intelligence of Language Agents through Interactive Scenarios.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction AgentSense: Benchmarking Social Intelligence of Language Agents through Interactive Scenarios

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T18:43:06.636356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfebe2fd-b930-407f-abf8-7beeea914cf3 · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.673090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 97373772-27e6-44d5-b03f-3ee87131a315 · outbound

This paper cites Identity-Driven Hierarchical Role-Playing Agents.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Identity-Driven Hierarchical Role-Playing Agents

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-08T18:43:06.645543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28052706-7c08-4215-8ebc-0c370284f7ab · outbound

This paper cites 事实理由”或者“经审理查明事实.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction 事实理由”或者“经审理查明事实

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:43:07.649400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5bec36fc-217b-4a1a-a241-dde6f09fc4c1 · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 8

Resolution: parse uncertain; raw_fallback, observed 2026-08-08T18:43:07.708867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d2909045-9850-44ae-afe3-eaa7bfbeb52c · outbound

This paper cites <Inquiry End>.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction <Inquiry End>

Reference 9

Resolution: malformed identifier; raw_fallback, observed 2026-08-08T18:43:07.370136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4eeb051e-23f0-48ca-94cc-e48d649300ae · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.684979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5abd0268-c19d-43f8-ad4a-a89b08bbc83b · outbound

This paper cites 事实与理由"的内容或.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction 事实与理由"的内容或

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:43:07.661048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c08f1a1e-6b74-40c7-b3cf-ece0744cbbf6 · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.637067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4e8af0d1-ab75-4f46-86c1-64ac6a55e02e · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.625520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e99c9725-deea-4685-84b1-acc9057554d4 · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.614029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 18785267-f001-41ca-b71a-9e29a16d2af0 · outbound

This paper cites ……" #正确输出： {.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction ……" #正确输出： {

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:43:07.601975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fa34289a-9657-44a3-8fc8-f95199a17c5e · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.589904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 76db9942-d9b9-4b0e-9637-41838112c0da · outbound

This paper cites If the plaintiff is a company, extract the company’s name, address, and the name of the responsible person or legal representative.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction If the plaintiff is a company, extract the company’s name, address, and the name of the responsible person or legal representative

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:43:07.578855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 569b3728-bb70-4733-8845-e8e140edc3b0 · outbound

This paper cites B.2 Goal Evaluation The goal evaluates the quality of complaints quality from local and global perspectives.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction B.2 Goal Evaluation The goal evaluates the quality of complaints quality from local and global perspectives

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:43:07.731759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a6b613a1-5680-45b0-9a68-f26963e404e8 · outbound

This paper cites If the defendant is an individual, extract their name, gender, ethnicity, date of birth, and address.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction If the defendant is an individual, extract their name, gender, ethnicity, date of birth, and address

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:43:07.568292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 38977bd5-c6ac-4d3a-9665-7c4716ddd929 · outbound

This paper cites The plaintiff’s claims may change during the litigation process, so you need to identify and extract these changes.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction The plaintiff’s claims may change during the litigation process, so you need to identify and extract these changes

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:43:07.558091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e3d7f5ea-c93f-44c4-8726-9911feeb2089 · outbound

This paper cites Facts and Reasons.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Facts and Reasons

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:43:07.547141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 963cd0d4-86d9-43a8-9a02-c5fedc5c15c0 · outbound

This paper cites Facts and Reasons.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Facts and Reasons

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:43:07.536872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 18eae3e6-2d4a-42d8-a37f-546d4e661ee6 · outbound

This paper cites You may not summarize, delete, modify, or add to the content.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction You may not summarize, delete, modify, or add to the content

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:43:07.526071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6a5402cc-77d8-414e-ac49-96d25e9817e2 · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.514149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7952b5b0-e808-46c9-ba5e-0b250de0d3d8 · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.502756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 93770bc4-ad03-4c74-bb4b-f1762917e0f7 · outbound

This paper cites Carefully identify what constitutes the plaintiff’s evidence, and if none exists, return null.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Carefully identify what constitutes the plaintiff’s evidence, and if none exists, return null

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:43:07.490484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e9016c0a-a3c2-43ef-8023-805248e86fb9 · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.479278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1134fb5c-44d3-41fe-8491-2f139089cac4 · outbound

This paper cites ……“ # Correct Output: {.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction ……“ # Correct Output: {

Reference 30

Resolution: malformed identifier; raw_fallback, observed 2026-08-08T18:43:07.468520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 58468e8c-320e-4bf7-833f-3b1b12c96a92 · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.457758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ab6a427f-6635-4fad-bc83-2b1e3132c282 · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.446360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 755af804-a24b-4eb4-bc90-d85bad884cb4 · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.434761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 82169ef5-d4ec-4786-aa12-353976715814 · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.423469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 450b5110-1093-4582-8707-39c9472b123a · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.412850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c7a7362a-6639-48d7-94f7-0bdd0ef8815b · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.402461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6fc2ef41-5955-48a5-89e1-dfad9b11f185 · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.392365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 32cb095f-49e9-4863-ad25-5ea03380443c · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.382348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c0eb2861-ca4b-404a-aa16-b1f28a64a622 · outbound

This paper cites Plaintiff_Info.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Plaintiff_Info

Reference 47

Resolution: malformed identifier; raw_fallback, observed 2026-08-08T18:43:07.358541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e892c2f2-a237-4229-b3b8-69ab08d03f39 · outbound

This paper cites 律师”应当是对话的主导者，应当及时回复原告问题，并主动提出问题引导原告。当原告表现出担忧时，应当及时给予安慰。当“律师.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction 律师”应当是对话的主导者，应当及时回复原告问题，并主动提出问题引导原告。当原告表现出担忧时，应当及时给予安慰。当“律师

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:43:07.347228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b5c37daa-2edb-48ea-bf59-f86fbba6572a · outbound

This paper cites 律师”不会建议“原告.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction 律师”不会建议“原告

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:43:07.335316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b0d4aa06-e2c4-47cd-b680-2da7666ac6c0 · outbound

This paper cites 律师”的对话应当逻辑清晰和严谨。律师必须对案件适用的法律、法规及先例有深刻理解，并能以清晰的方式解释法律概念和法律程序，让原告能够理解复杂的法律条文，并知道如何行动。注意“律师.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction 律师”的对话应当逻辑清晰和严谨。律师必须对案件适用的法律、法规及先例有深刻理解，并能以清晰的方式解释法律概念和法律程序，让原告能够理解复杂的法律条文，并知道如何行动。注意“律师

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:43:07.324079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5b050404-98cc-4e6f-bca2-86b932cf0ff5 · outbound

This paper cites When the plaintiff shows concern, the lawyer should provide timely reassurance.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction When the plaintiff shows concern, the lawyer should provide timely reassurance

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:43:07.312377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a726e3d1-ab60-4228-a507-f3cc992356c0 · outbound

This paper cites plaintiff.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction plaintiff

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:43:07.300444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4798a28e-0726-4c63-95a2-3a22e92efcdd · outbound

This paper cites lawyer" is a legal professional and will not suggest that the.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction lawyer" is a legal professional and will not suggest that the

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:43:07.288379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5ab90b98-2e8e-4952-990e-bbbd716da7fb · outbound

This paper cites evidence and sources, witness names and addresses,.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction evidence and sources, witness names and addresses,

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:43:07.276339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4bca5bde-fe71-4c18-9f6e-3fb25eb81251 · outbound

This paper cites You are a(n) xx, xx, xx, xx, xx person.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction You are a(n) xx, xx, xx, xx, xx person

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:43:07.263999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3dd5ea05-cd54-4f6f-8dcc-e8bdf88b02cb · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.253823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8afc8c05-559d-4719-9d3f-08f5ebf0e45c · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.242878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 29569086-dcbf-415d-b676-42e81db8314b · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.232164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0bf96d49-a575-48b3-ae37-6e0885619b28 · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.220237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a5070cc1-2ec6-4c37-8f4e-2df2a01389c3 · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.208543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fd83ef9a-d2ca-4160-aeeb-cd08137d6505 · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.196563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2baac65a-d552-43f9-ad2b-def52dc2ec47 · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.184067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8ebe45ac-4b80-47e3-b4d4-1f70a0124a54 · outbound

This paper cites 你是一个xx、xx、xx、xx、xx的人.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction 你是一个xx、xx、xx、xx、xx的人

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:43:07.172195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1df61f49-b069-45aa-b9a3-57c3d120c1a8 · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.160286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 09e25f38-12de-4d2d-ba69-23b80f59eaa4 · outbound

This paper cites 性格特点”、“说话语气特点.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction 性格特点”、“说话语气特点

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:43:07.146465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ded76acd-53f2-4f71-bca8-b04120d26b5d · outbound

This paper cites 说话语气特点”、“说话内容特点.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction 说话语气特点”、“说话内容特点

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:43:07.134546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 110a4407-e337-4b15-a99b-6ae880e400eb · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.122179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 184df84f-5997-4c77-ad11-6bf682c4b16f · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 68

Resolution: parse uncertain; raw_fallback, observed 2026-08-08T18:43:07.108946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2737a11d-6df0-4070-aba5-dba162e76b76 · outbound

This paper cites an unresolved cited work.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:43:07.095219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 22421cec-e1d8-4782-95bb-97b87e2186bb · outbound

This paper cites InternLM2 Technical Report.

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction InternLM2 Technical Report

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-08T18:43:06.626057Z

Source-reported events for the cited work

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Observation cd82cd6b-9cab-4568-ada9-342f3e59cbfb · outbound

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Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction In Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, pages 13153–13187

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:43:07.743433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d0fa36c2-b8cb-45fc-95e4-a228d6b01c4c · outbound

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Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction AI Hospital: Benchmarking Large Language Models in a Multi-agent Medical Interaction Simulator

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-08T18:43:06.631539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation cbfd3a53-c9a5-4a26-a81d-03d64907c8cb · inbound

A Survey on Agent Workflow -- Status and Future cites this paper.

A Survey on Agent Workflow -- Status and Future Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-06T05:52:41.902019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af49ca69-0119-4fd2-8a9e-5e9982a855ae · inbound

When to Call an Apple Red: Humans Follow Introspective Rules, VLMs Don't cites this paper.

When to Call an Apple Red: Humans Follow Introspective Rules, VLMs Don't Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-10T23:00:49.662568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e8e80377-cacb-43cf-a197-977529977d4e · inbound

LegalWorld: A Life-Cycle Interactive Environment for Legal Agents cites this paper.

LegalWorld: A Life-Cycle Interactive Environment for Legal Agents Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction

Reference 37

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T00:59:19.809605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.