Paper Citation Record · LEDGER

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity

As of 9 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 21 inbound Pith citation observations for arXiv:2502.08788.

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

pith.paper-citation-record.v1
2502.08788 v3

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T23:44:11.370038Z

measured 72 of 72 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 21 of 21 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:18:05.812386Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T23:36:23.833135Z

Reference resolution

51 of 51 outbound references displayed

verified exact0
verified fuzzy25
unresolved26
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 774f500d-0f99-4a53-8025-df0a1c6c460a · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T23:44:11.102878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0e9d6cc-e304-49a9-9e02-0419bbed8100 · outbound

This paper cites write newline.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T23:44:11.109101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b353fbd-8dfc-46b6-824e-36443317d0b4 · outbound

This paper cites Program Synthesis with Large Language Models.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity Program Synthesis with Large Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T23:44:11.114725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3574903-e39b-4961-a2d6-eeaef968c7ae · outbound

This paper cites , Chen, W.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity , Chen, W

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:44:12.299996Z

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 848adf5d-7c01-476d-a4ec-37298a64ab3f · outbound

This paper cites , Saha, S.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity , Saha, S

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:44:12.285247Z

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 ef431af2-0f9c-4946-a2da-1c6011545715 · outbound

This paper cites , Tworek, J.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity , Tworek, J

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:44:12.269751Z

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 4b570b73-0552-479f-83f0-61e8f98e8610 · outbound

This paper cites , Zhang, S.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity , Zhang, S

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:44:12.253156Z

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 8b455ea1-d4c0-4676-a7e5-adab38dc3465 · outbound

This paper cites an unresolved cited work.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:44:12.237941Z

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 27504505-4886-449d-ad64-ba16ec5fa5d5 · outbound

This paper cites Internet of Agents: Weaving a Web of Heterogeneous Agents for Collaborative Intelligence.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity Internet of Agents: Weaving a Web of Heterogeneous Agents for Collaborative Intelligence

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T23:44:11.148428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbdd4d8d-e2d6-4a3b-a199-1cbd65dcac8e · outbound

This paper cites Can Large Language Models Be an Alternative to Human Evaluations?.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity Can Large Language Models Be an Alternative to Human Evaluations?

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T23:44:11.154001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 408b9f5d-5718-41b9-a657-b3128eb2a33f · outbound

This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T23:44:11.159376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a869aee5-358a-4432-8fff-90a30b515ada · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity Training Verifiers to Solve Math Word Problems

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T23:44:11.165029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43c0e292-1fe5-4503-9737-14f1abb69bd4 · outbound

This paper cites an unresolved cited work.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:44:12.222690Z

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 a02d2956-3e3f-4a34-b8a4-a0d66ebfafe5 · outbound

This paper cites , ..., A.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity , ..., A

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:44:12.207412Z

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 3476f28e-5df2-4527-b59d-f41d38f78f71 · outbound

This paper cites Topical-Chat: Towards Knowledge-Grounded Open-Domain Conversations.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity Topical-Chat: Towards Knowledge-Grounded Open-Domain Conversations

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T23:44:11.181279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42c86cee-5f34-4f58-a540-6de0f00b7f29 · outbound

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

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T23:44:11.186714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b7eea40-cbd9-4366-982a-f1f523e03207 · outbound

This paper cites , Wang, T.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity , Wang, T

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:44:12.192190Z

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 09d90741-603d-4704-98db-3e82b9e0fc2e · outbound

This paper cites , Burns, C.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity , Burns, C

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:44:12.176723Z

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 f16fd984-a44a-4a20-b1ad-e7c69227c19a · outbound

This paper cites , Burns, C.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity , Burns, C

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:44:12.161189Z

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 7701c426-10da-4b13-93e2-ec1882daa011 · outbound

This paper cites , Burns, C.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity , Burns, C

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:44:12.146125Z

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 173bd066-5a3c-4164-b334-440165d64261 · outbound

This paper cites u gamer, D. , H \.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity u gamer, D. , H \

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:44:12.130925Z

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 18ead5f3-c1ca-4027-8cbf-ed722cab7d72 · outbound

This paper cites an unresolved cited work.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:44:12.115425Z

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 202fc2b4-cd72-44d7-a34d-db50e03de569 · outbound

This paper cites , Hughes, J.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity , Hughes, J

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:44:12.099851Z

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 3f83f8c5-71e8-447f-9872-a10fb84828ab · outbound

This paper cites , Hajishirzi, H.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity , Hajishirzi, H

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:44:12.084038Z

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 5551b8f9-e6b5-4c5d-8626-a1e5b672673c · outbound

This paper cites an unresolved cited work.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:44:12.068197Z

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 e8adc88f-6e3a-4c38-bcc4-4241282b53d2 · outbound

This paper cites an unresolved cited work.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:44:12.052829Z

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 960a26bc-9da0-4a44-bbc0-a8922fb46150 · outbound

This paper cites Program Induction by Rationale Generation : Learning to Solve and Explain Algebraic Word Problems.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity Program Induction by Rationale Generation : Learning to Solve and Explain Algebraic Word Problems

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T23:44:11.242282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7824e0b8-dfb7-42b3-9cdd-70d53b4d1d26 · outbound

This paper cites DeepSeek-V3 Technical Report.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity DeepSeek-V3 Technical Report

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T23:44:11.248860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f78949e-20a8-4fed-956f-c58650c1bfef · outbound

This paper cites , Tandon, N.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity , Tandon, N

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:44:12.037856Z

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 02d27bc9-19fe-47b8-bb9f-0357247f42c8 · outbound

This paper cites and Eskenazi, M.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity and Eskenazi, M

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:44:12.022173Z

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 324a8c81-0443-43d4-aeda-841e492974da · outbound

This paper cites Gpt-4o-mini.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity Gpt-4o-mini

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:44:12.006224Z

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 2739fce7-0723-4c95-a474-4f49de14745a · outbound

This paper cites Introducing openai o1.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity Introducing openai o1

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:44:11.990034Z

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 d540979d-0a68-41e8-9ca1-7058637e9dfd · outbound

This paper cites Are NLP Models really able to Solve Simple Math Word Problems?.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity Are NLP Models really able to Solve Simple Math Word Problems?

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T23:44:11.275304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1eb5745-8377-4940-9dc3-7ff17618e175 · outbound

This paper cites Let Models Speak Ciphers: Multiagent Debate through Embeddings.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity Let Models Speak Ciphers: Multiagent Debate through Embeddings

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T23:44:11.280570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a6f0698-3e75-4ef9-aa55-778ed35eb873 · outbound

This paper cites Scaling Large Language Model-based Multi-Agent Collaboration.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity Scaling Large Language Model-based Multi-Agent Collaboration

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T23:44:11.285875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 126dd360-ca97-4476-bf91-717585b90edd · outbound

This paper cites and Roth, D.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity and Roth, D

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:44:11.972895Z

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 67780e6d-5cd4-456e-a132-713ecaccf46f · outbound

This paper cites , Suzgun, M.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity , Suzgun, M

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:44:11.956713Z

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 0c2dc3e5-f33c-4722-b389-bbb9a931a384 · outbound

This paper cites , Cassano, F.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity , Cassano, F

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:44:11.940104Z

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 a0a5759a-658b-4191-b985-35b545eefba4 · outbound

This paper cites an unresolved cited work.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:44:11.921771Z

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 ce437a98-f3d2-4e18-bccc-94bfb26cd9f8 · outbound

This paper cites , Rastogi, A.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity , Rastogi, A

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:44:11.905681Z

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 3d7a31d7-28c7-4cd7-8422-8480b01ceed5 · outbound

This paper cites Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T23:44:11.317910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e05c80d-f8f8-4c67-a681-8d90171e4e4e · outbound

This paper cites , Herzig, J.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity , Herzig, J

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:44:11.889496Z

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 68b1c98f-5b57-4f05-ab3f-24d79c1ee675 · outbound

This paper cites Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key?.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key?

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T23:44:11.328347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b1750c8-c45a-4324-ad9c-74828456fa57 · outbound

This paper cites , Wei, J.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity , Wei, J

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:44:11.761354Z

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 5c61d3d7-5e00-4da0-b44d-eaca23a937c1 · outbound

This paper cites an unresolved cited work.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:44:11.745408Z

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 23e7e577-af12-436d-9e2d-4d1d8a7b2db5 · outbound

This paper cites , Wang, X.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity , Wang, X

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T23:44:11.344478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c9b2148-20d7-46a2-b81e-91d88cf8205e · outbound

This paper cites , Ding, X.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity , Ding, X

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:44:11.718202Z

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 b0930e1b-8891-418d-8e37-bc2a2e6c2d4b · outbound

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

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity ReAct: Synergizing Reasoning and Acting in Language Models

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T23:44:11.354454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe015345-ea89-4cff-8927-9b97537f610e · outbound

This paper cites , Sun, Q.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity , Sun, Q

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:44:11.701022Z

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 0054f503-f110-4082-bc5c-21b9a547d2b9 · outbound

This paper cites an unresolved cited work.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:44:11.684223Z

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 94bdf6cd-2e9f-4c04-a7c5-0e8f1ef877d0 · outbound

This paper cites , Cui, R.

Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity , Cui, R

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:44:11.667671Z

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.

Pith citing papers

Observation 6f7e3875-428c-4ed4-b621-50872f0f1f46 · inbound

Harnessing Multiple Large Language Models: A Survey on LLM Ensemble cites this paper.

Harnessing Multiple Large Language Models: A Survey on LLM Ensemble Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity

Reference 66

Resolution: verified exact; arxiv_id, observed 2026-05-23T02:25:19.639009Z

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 e11a7706-2c59-4529-9e59-ffa4b31752f0 · inbound

Stay Focused: Problem Drift in Multi-Agent Debate cites this paper.

Stay Focused: Problem Drift in Multi-Agent Debate Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-05-23T01:52:22.985691Z

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 c1c90507-3994-46eb-8568-002a362cdfe9 · inbound

Swarm Intelligence Enhanced Reasoning: A Density-Driven Framework for LLM-Based Multi-Agent Optimization cites this paper.

Swarm Intelligence Enhanced Reasoning: A Density-Driven Framework for LLM-Based Multi-Agent Optimization Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T15:18:05.812386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2768a49b-7467-44b5-8d34-d19c554ca877 · inbound

The Avengers: A Simple Recipe for Uniting Smaller Language Models to Challenge Proprietary Giants cites this paper.

The Avengers: A Simple Recipe for Uniting Smaller Language Models to Challenge Proprietary Giants Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T14:12:36.790347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7df7c56-4a13-45dc-93da-c8d16445477e · inbound

Simulating Ethics: Using LLM Debate Panels to Model Deliberation on Medical Dilemmas cites this paper.

Simulating Ethics: Using LLM Debate Panels to Model Deliberation on Medical Dilemmas Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T13:43:30.722967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b26e55b-ebca-41e0-bdba-7d0029b7db6d · inbound

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture cites this paper.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-06T20:51:15.207238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a6ee030-9940-4a84-92d4-9bdc53d78588 · inbound

When Identity Skews Debate: Anonymization for Bias-Reduced Multi-Agent Reasoning cites this paper.

When Identity Skews Debate: Anonymization for Bias-Reduced Multi-Agent Reasoning Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-18T08:51:08.438222Z

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 41b7c466-28c4-483a-94e9-91cbe6678037 · inbound

Memory in the Age of AI Agents cites this paper.

Memory in the Age of AI Agents Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity

Reference 269

Resolution: verified exact; arxiv_id, observed 2026-05-11T18:18:20.295083Z

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 6cb0f67e-bc6c-4355-8eda-052802172988 · inbound

Conversation for Non-verifiable Learning: Self-Evolving LLMs through Meta-Evaluation cites this paper.

Conversation for Non-verifiable Learning: Self-Evolving LLMs through Meta-Evaluation Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-16T10:07:43.356950Z

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 615c1bca-7f2a-4ab4-bfe3-02bc5a00ce9c · inbound

The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems cites this paper.

The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-02T22:58:13.089522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3eda0e7-7f57-4e25-b7d3-c1226c69d948 · inbound

Heterogeneous Consensus-Progressive Reasoning for Efficient Multi-Agent Debate cites this paper.

Heterogeneous Consensus-Progressive Reasoning for Efficient Multi-Agent Debate Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-13T18:53:08.265011Z

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 7273453e-ad28-4b5a-b173-fde4d4a84d65 · inbound

The Reasoning Trap: An Information-Theoretic Bound on Closed-System Multi-Step LLM Reasoning cites this paper.

The Reasoning Trap: An Information-Theoretic Bound on Closed-System Multi-Step LLM Reasoning Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:41:04.071892Z

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 b313d3dc-693f-43d4-9c81-5b2874619367 · inbound

The Agent Use of Agent Beings: Agent Cybernetics Is the Missing Science of Foundation Agents cites this paper.

The Agent Use of Agent Beings: Agent Cybernetics Is the Missing Science of Foundation Agents Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-05-12T05:41:25.852745Z

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 fd571dc4-2475-4907-bebb-92448d5e7920 · inbound

CHAL: Council of Hierarchical Agentic Language cites this paper.

CHAL: Council of Hierarchical Agentic Language Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity

Reference 183

Resolution: verified exact; arxiv_id, observed 2026-05-14T19:59:25.874239Z

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 7cc9798b-1e3e-4a7e-809e-8a4cf6db45be · inbound

The Alpha Illusion: Reported Alpha from LLM Trading Agents Should Not Be Treated as Deployment Evidence cites this paper.

The Alpha Illusion: Reported Alpha from LLM Trading Agents Should Not Be Treated as Deployment Evidence Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-19T19:22:44.827936Z

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 1519808c-070a-436a-a579-595f125e9c46 · inbound

Not All Flips Are Conformity: Decomposing Stance Convergence in Multi-Agent LLM Debate cites this paper.

Not All Flips Are Conformity: Decomposing Stance Convergence in Multi-Agent LLM Debate Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-06-28T19:52:35.921072Z

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 3bcdd37b-74a3-484d-b1a7-9df8213f7662 · inbound

When Helping Hurts and How to Fix It: Multi-Agent Debate for Data Cleaning cites this paper.

When Helping Hurts and How to Fix It: Multi-Agent Debate for Data Cleaning Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-07-01T23:36:23.836748Z

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 a43c2fda-9e7e-46c0-95b8-9e55ac9a8d7a · inbound

Delayed Verification Destabilizes Multi-Agent LLM Belief: Instability Thresholds and Optimal Corrector Placement cites this paper.

Delayed Verification Destabilizes Multi-Agent LLM Belief: Instability Thresholds and Optimal Corrector Placement Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity

Reference 53

Resolution: verified exact; arxiv_id, observed 2026-07-01T18:55:58.687109Z

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 70cf8fac-3317-4531-9600-b68f9f01fd12 · inbound

Does Multi-Agent Debate Improve AI Feedback on Research Papers? cites this paper.

Does Multi-Agent Debate Improve AI Feedback on Research Papers? Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-02T01:21:37.420392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8f1afe4-4561-44e4-bc7b-1fa6129b765f · inbound

Beyond a Joke: Multi-Angle Reasoning for Detecting and Explaining Harmful Humor in Memes cites this paper.

Beyond a Joke: Multi-Angle Reasoning for Detecting and Explaining Harmful Humor in Memes Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-01T23:25:45.412659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef536534-5397-4a05-baf6-17bb41d7da75 · inbound

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges cites this paper.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity

Reference 150

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:39.776888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.