Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-30T10:49:40.809546Z
Paper Citation Record · LEDGER
DarkForest: Less Talk, Higher Accuracy for Multi-Agent LLMs
As of 7 August 2026, this Paper Citation Record lists 7 of 7 outbound references and 0 inbound Pith citation observations for arXiv:2605.25188.
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 2026-08-07T06:34:17.273281+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
7 of 7 outbound references displayed
- verified exact0
- verified fuzzy1
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch6
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation dfccd49d-8056-4730-9b86-f6092ba0bca6 · outbound
This paper cites arXiv preprint arXiv:2602.13594 , year=.
DarkForest: Less Talk, Higher Accuracy for Multi-Agent LLMs arXiv preprint arXiv:2602.13594 , year=
Reference 1
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-06-30T10:54:36.561573Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2d7fe1aa-a0c6-4806-bd47-5b9e7ace81c2 · outbound
This paper cites Hunter Lightman, Vineet Kosaraju, Yuri Burda, Harri- son Edwards, Bowen Baker, Teddy Lee, Jan Leike, John Schulman, Ilya Sutskever, and Karl Cobbe.
DarkForest: Less Talk, Higher Accuracy for Multi-Agent LLMs Hunter Lightman, Vineet Kosaraju, Yuri Burda, Harri- son Edwards, Bowen Baker, Teddy Lee, Jan Leike, John Schulman, Ilya Sutskever, and Karl Cobbe
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T12:36:14.738211Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 26b2a667-18d6-4a38-9cc9-3cfd1f6ae099 · outbound
This paper cites GPQA: A Graduate-Level Google-Proof Q&A Benchmark.
DarkForest: Less Talk, Higher Accuracy for Multi-Agent LLMs GPQA: A Graduate-Level Google-Proof Q&A Benchmark
Reference 3
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-06-30T10:54:36.565752Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0f5f06a0-6155-4288-acf3-41d91a0fa3e6 · outbound
This paper cites PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance.
DarkForest: Less Talk, Higher Accuracy for Multi-Agent LLMs PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance
Reference 4
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-06-30T10:54:36.569382Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3b1be740-8793-44f3-8a3a-6c74d70f30f1 · outbound
This paper cites Qwen3 Technical Report.
DarkForest: Less Talk, Higher Accuracy for Multi-Agent LLMs Qwen3 Technical Report
Reference 5
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-06-30T10:54:36.574725Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e9783bb7-dd8c-4af9-9503-381b00475f21 · outbound
This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.
DarkForest: Less Talk, Higher Accuracy for Multi-Agent LLMs ReAct: Synergizing Reasoning and Acting in Language Models
Reference 6
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-06-30T10:54:36.577979Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6d9a39aa-0004-4bf6-88ac-fb355053ea8d · outbound
This paper cites Graph-of-Agents: A Graph-based Framework for Multi-Agent LLM Collaboration.
DarkForest: Less Talk, Higher Accuracy for Multi-Agent LLMs Graph-of-Agents: A Graph-based Framework for Multi-Agent LLM Collaboration
Reference 7
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-06-30T10:54:36.572151Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Pith citing papers
No inbound Pith citation observations are available.