Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-14T04:35:57.040783Z
Paper Citation Record · LEDGER
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration
As of 15 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 0 inbound Pith citation observations for arXiv:2608.08605.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
57 of 57 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved56
- parse uncertain0
- malformed identifier1
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 7cdbb1cb-01fd-46ff-9faa-faeea40d430c · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:36:01.189194Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation e618e928-4480-4c91-bc83-1a7c3ca8d6ef · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:36:01.123309Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9077a03a-d2e2-4b85-9d67-857a5d4d9522 · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:36:01.043834Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 3d992a49-da36-4548-b7fd-8749e63d055c · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:36:00.961012Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation c3c596b0-06e7-4bee-9381-c50767d63977 · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:36:00.919737Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ecc8e3f0-64f0-4aeb-a694-1aac74a2c127 · outbound
This paper cites Evaluating Large Language Models Trained on Code.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Evaluating Large Language Models Trained on Code
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:55.974742Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b112f289-689d-44a6-aabb-1e36e2fda2d8 · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:36:00.836991Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4d75d69b-06dd-466d-9568-1f5c61e4454e · outbound
This paper cites Exact Is Easier: Credit Assignment for Cooperative LLM Agents.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Exact Is Easier: Credit Assignment for Cooperative LLM Agents
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.044951Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bbef1a41-a942-42ff-9867-e72b73fb5b14 · outbound
This paper cites Training Verifiers to Solve Math Word Problems.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Training Verifiers to Solve Math Word Problems
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.066427Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e93049f5-6dda-423b-a645-ba55b948d274 · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.095725Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4593db70-d258-42cf-a297-386b748182d2 · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.134761Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e1d777d5-2921-4b7b-88c2-9f76ce5d19e8 · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.156706Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2a30a13-fba3-41d2-9956-c451b61da6cb · outbound
This paper cites Large Language Model based Multi-Agents: A Survey of Progress and Challenges.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Large Language Model based Multi-Agents: A Survey of Progress and Challenges
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.175455Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 64c49751-ed0c-4fd4-b0ee-0b6926faba96 · outbound
This paper cites LLM Multi-Agent Systems: Challenges and Open Problems.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration LLM Multi-Agent Systems: Challenges and Open Problems
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.205935Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b157e06e-70b3-40c0-8ac1-a65d651ef026 · outbound
This paper cites Measuring Massive Multitask Language Understanding.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Measuring Massive Multitask Language Understanding
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.228723Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9d2effaf-b4b9-42ac-8852-11526428b909 · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.237342Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cecedfc0-a404-4c39-a1a6-45e825e0901c · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.264899Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49accfcd-42a9-4fd3-b13a-20e0ff164160 · outbound
This paper cites Self-Organized Agents: A LLM Multi-Agent Framework toward Ultra Large-Scale Code Generation and Optimization.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Self-Organized Agents: A LLM Multi-Agent Framework toward Ultra Large-Scale Code Generation and Optimization
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.292852Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57b8941d-f579-45f8-b942-1d24589114e3 · outbound
This paper cites Debating with More Persuasive LLMs Leads to More Truthful Answers.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Debating with More Persuasive LLMs Leads to More Truthful Answers
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.310220Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2159cb55-8f2a-4901-9aab-53d9e11f913d · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:36:00.624152Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 13d9416e-d0f8-42b6-b4e2-d727f2450c99 · outbound
This paper cites Adaptive Graph Pruning for Multi-Agent Communication.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Adaptive Graph Pruning for Multi-Agent Communication
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.346239Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dc8e4747-0979-4b80-9db9-2325724098b8 · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.384850Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 24f127bd-fea9-446a-bb5c-2bae2d57bbeb · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:36:00.506304Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 254d2350-71f6-4d7c-940a-41dcf5e497f4 · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.431634Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc3fb0c4-9c28-4b17-b89f-1f979e6839ea · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.446366Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f05f2f68-a0e9-495f-8c11-3020bfcbf885 · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.464750Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce6ec46c-8903-40ae-9c33-c3213cdfd844 · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.481020Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a09755b-db5c-423a-ac81-07e28d85aaec · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:36:00.311878Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation a2799bc1-ca0f-41a3-8e37-ad6f2ed858bf · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 29
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:36:00.222757Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 08336037-d43f-43a5-94dd-2564d913f66e · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 30
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:36:00.165491Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 285a691c-a359-425e-bc74-3434382a0332 · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 31
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:36:00.046643Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f74dd37e-80f1-447a-9e7b-45980b5513e5 · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.536171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bfb3df15-479c-4ea3-8ec9-820c5bc2f33b · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:35:59.875801Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 866b81a8-e166-44b8-b479-5a4d443baa9d · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.599620Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 895fb2ee-036f-4acb-9b27-2e1b24529d38 · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 35
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:35:59.754071Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation aa7d5b6f-c651-447e-a5cb-78b9d2e67494 · outbound
This paper cites Should we be going MAD? A Look at Multi-Agent Debate Strategies for LLMs.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Should we be going MAD? A Look at Multi-Agent Debate Strategies for LLMs
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.684755Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5467b1d7-f8e8-4fdf-b579-39300b32e2d5 · outbound
This paper cites Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.699941Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5163c294-fc00-4bc8-913b-ffe57f300f8a · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 38
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:35:59.704758Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 6035c390-91de-4c8e-bdd3-9e7f98dcb4f5 · outbound
This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Self-Consistency Improves Chain of Thought Reasoning in Language Models
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.755124Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8265b3bb-393d-4d37-9f95-b210caf20bd7 · outbound
This paper cites Trajectory2Task: Training Robust Tool-Calling Agents with Synthesized Yet Verifiable Data for Complex User Intents.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Trajectory2Task: Training Robust Tool-Calling Agents with Synthesized Yet Verifiable Data for Complex User Intents
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.790403Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dbf2cf50-3d0f-45e9-996d-5de21468eb05 · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 41
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:35:59.639487Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation dd93cf05-7e6b-4ef4-80e3-d462e72d84a4 · outbound
This paper cites FDABench: A Benchmark for Data Agents on Analytical Queries over Heterogeneous Data.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration FDABench: A Benchmark for Data Agents on Analytical Queries over Heterogeneous Data
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.837469Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4148226-1b4b-45d2-b19e-9643badb146f · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.854736Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9aa990b-bdb0-4b48-91b7-5df014e221a2 · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 44
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:35:59.507747Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 13e739d7-11d5-424e-803f-49db5f9edbc1 · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.893726Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c8201f03-fd48-416d-8c02-cfe3446778d1 · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.904791Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b143592a-9220-4227-82a3-0ad10eb8520f · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 47
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:35:59.292024Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation cae5ee5e-36fb-4730-a44d-ddd6c7455532 · outbound
This paper cites Survey on Evaluation of LLM-based Agents.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Survey on Evaluation of LLM-based Agents
Reference 48
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.961490Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fad4e261-e3c7-40d7-b981-5252dda30173 · outbound
This paper cites G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks
Reference 49
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.974746Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 555ba700-74a3-4b2f-a1f3-c2f286b5fb02 · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 50
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:35:59.206614Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 50c488da-f08b-437b-91b5-9319ecfe663c · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 51
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:35:59.141119Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 7ca1cc01-b56b-4324-baf6-8d8265297de3 · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 52
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:35:59.079026Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation a3bbd09e-9028-4e8e-81db-2763556d6e18 · outbound
This paper cites an unresolved cited work.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Unresolved cited work
Reference 53
- Resolution
- malformed identifier
- raw_fallback, observed 2026-08-14T04:35:59.049292Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ac05ff1f-cb4d-464c-9a67-451afa4cb5be · outbound
This paper cites Improving Factuality and Reasoning in Language Models through Multiagent Debate.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Improving Factuality and Reasoning in Language Models through Multiagent Debate
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.160904Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b859acf0-a80a-4177-81a3-b362a54ed646 · outbound
This paper cites MAGDi: Structured Distillation of Multi-Agent Interaction Graphs Improves Reasoning in Smaller Language Models.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration MAGDi: Structured Distillation of Multi-Agent Interaction Graphs Improves Reasoning in Smaller Language Models
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:55.923280Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca6fd66e-410a-4964-9727-130e3c3bb54b · outbound
This paper cites MAS-GPT: Training LLMs to Build LLM-based Multi-Agent Systems.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration MAS-GPT: Training LLMs to Build LLM-based Multi-Agent Systems
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.944743Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 971ce20d-b703-4ef7-b60d-c871025fdbee · outbound
This paper cites Aligning Agents via Planning: A Benchmark for Trajectory-Level Reward Modeling.
ForestBench: A Unified Graph Framework for Evaluating Multi-Agent Collaboration Aligning Agents via Planning: A Benchmark for Trajectory-Level Reward Modeling
Reference 2026
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:35:56.742135Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.