Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T00:10:31.113654Z
Paper Citation Record · LEDGER
As of 19 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 0 inbound Pith citation observations for arXiv:2608.12585.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T00:10:31.113654Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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
60 of 60 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation f21e2386-3b3c-42cf-bd06-8a7f791376da · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces optimize_anything: A Universal API for Optimizing any Text Parameter
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation d59f0149-2ae2-4964-8da2-993b1d04fc2e · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Claude opus 4.6 system card
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 718f155c-2323-4307-9406-a9031faefdf9 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Claude sonnet 4.6 system card
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation df871948-4df4-4ede-9831-4217e1e92d9b · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Multi-Agent-as-Judge: Aligning LLM-Agent-Based Automated Evaluation with Multi-Dimensional Human Evaluation
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1d7c96cf-3105-44b8-9885-9c6309d84dc6 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Nudging the boundaries of llm reasoning
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 15ce2d86-1359-42a7-807e-5a850116d3e7 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Stop summation: Min-form credit assignment is all process reward model 17 needs for reasoning
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f2c8ee3-ce2b-41a5-a398-852395b08c39 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Training Verifiers to Solve Math Word Problems
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 921030ce-a718-4456-8d8e-d5a8ec94c920 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces DeepSeek-V4-Pro model card
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation b5839ea3-7483-4d51-aa0c-81c9046863e4 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Beyond Benchmarks: MathArena as an Evaluation Platform for Mathematics with LLMs
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6fcde8c6-5046-47a9-a28e-b47072f85a81 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Tenenbaum, and Igor Mordatch
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 608c3d74-1f40-4785-bd73-e78d67664c51 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Gemma 4 Technical Report
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9ca9d02-271b-4223-957b-f5d9acf8d133 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces GLM-5: from Vibe Coding to Agentic Engineering
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 355378b9-a272-4d95-a592-0eccf02c49b4 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Gemini 3.1 pro model card
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 049203f7-36ae-4393-98ab-9b58fd1be231 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces A Survey on LLM-as-a-Judge
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 071ccec1-df26-4011-aa0d-39ed69a4c597 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Unresolved cited work
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation e94f6ab1-8757-4ae8-b04d-001db078b1d0 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Reinforcement learning via self-distillation
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation b71ddfae-7498-4b82-9ef8-911b1c200313 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Let’s verify step by step.International Conference on Learning Representations (ICLR), 2024
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation d41f5618-2d4b-4012-95d0-7a734068d122 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces MiniMax-M2.7 model card
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 6c738d28-fb2d-4b1d-b2a5-44516d3b4401 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces MiniMax-M3 model card
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation f5098b60-f70e-42da-ad53-0e5297b5902f · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Kimi K2.6 model card
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation c74fd16b-adaf-426c-bd8a-791b7a00c02a · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces NVIDIA Nemotron 3: Efficient and Open Intelligence
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 652f0cc2-6db9-434e-ae6f-6a3ff8a1d8e8 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces gpt-oss-120b & gpt-oss-20b Model Card
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c554cdf-237e-4df1-9077-32cdc09277ed · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Introducing gpt-5.4
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation c56f2cf5-2033-48c3-8e7b-4a34d83f6e04 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces gpt-5.4 model
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 45587909-2574-45cd-b9f3-600680787b51 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Hard2Verify: A step-level verification benchmark for open-ended frontier math
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation abb66afa-3208-48ab-85c5-018c01dfbd2f · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Qwen3.6-27B: Flagship-level coding in a 27B dense model, April 2026
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b02523f1-3375-4498-8fe1-e96d5ccf6d4b · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces PRISM: Pushing the frontier of deep think via process reward model-guided inference.arXiv preprint arXiv:2603.02479, 2026
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8846d2bd-3617-4b6e-8b5c-954153477856 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Replacing Judges with Juries: Evaluating LLM Generations with a Panel of Diverse Models
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 58dcdbb4-0c40-44ca-85a1-1dedf7b3057b · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces GLM-5.2-FP8modelcard
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation ed9d793f-42e4-49e3-ae45-4ed544b5e97c · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Scaf-grpo: Scaffolded group relative policy optimization for enhancing llm reasoning, 2026
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f52b0c4-b61d-44cd-b11d-8b6f1e243439 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces ProcessBench: Identifying Process Errors in Mathematical Reasoning
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9394466a-8ec3-4354-901f-c5ea6c9bc3bb · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Xing, Hao Zhang, Joseph E
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation a971ac6c-432b-472b-bd3b-4cf6c2779531 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces statement_refs
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0df11bf-611a-4a02-a9e6-94b7f7d283ec · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Unresolved cited work
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 2f69b421-adae-41b0-911c-8847c0d5b4c1 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces The trace is divided into segments, each prefixed with [STEP-x] where x is an integer indicating the ordinal position of each segment in the trace
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 80654fb4-1e54-4d9e-aefa-180d3ce11061 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces ## Primary objective 20 Judge the *weaknesses* of the provided reasoning trace by pointing to **specific bad reasoning moves**
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation efa9f52b-58b2-4615-8f97-81dfbab87af5 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces In [STEP-14], the trace states
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 10587715-23da-49ee-9bd5-391da0d2b361 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Unresolved cited work
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation f0004429-d15e-4fee-b61c-9d99b35cc430 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Could this comment apply to a totally different problem with no edits?
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation ece76177-47c8-4cfd-862a-7c0bb2726d7e · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Adopt it only if the trace itself supports the claim
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation a16b8b3f-a662-4fc7-853d-55e52820cac0 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Supplement, don’t average: fold in supporting evidence from the other auditors, but never replace a specific claim with a vaguer paraphrase
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation db132aaf-4ef7-4c85-925e-40affeafe5a8 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Include genuine defects that NO auditor raised
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 3df25981-5aaa-4751-b576-3a4f028053aa · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Unresolved cited work
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 5b170482-5faa-4775-bc88-9cad5c57ccc2 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Output format
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 337f6346-afd6-439b-b515-d92f0224747c · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces - **Do NOT abstract away specifics.** When multiple judges describe the same issue at different levels of detail, use the MOST SPECIFIC description as the base
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 2fd8e08a-991f-4841-ab96-43a427df2997 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Use that as the canonical wording
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 85b107e2-6636-445a-8184-abcbdfbef682 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Unresolved cited work
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 5839ec36-68d2-434e-96ce-f06906d53a6f · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Unresolved cited work
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 2fc9325b-0855-46ca-9872-418300376d7c · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Could this description apply to a totally different problem with no edits?
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation f3ac5ff6-e02a-4227-84b4-8998b9a25e5b · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces - Prioritise panelists involved in unresolved disagreements
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 320f0778-34bf-490d-ae79-59d40cf701ae · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces - Ask them to clarify, defend, or concede specific points raised by others
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation bba92a13-aa3a-4b88-9dc8-e5560c6efb42 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces should_terminate
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation a0395b97-0c0a-4144-8d1a-ce242be9406b · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces consensus_state
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 5f1c410a-8d86-43cc-b243-68e660292f29 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Unresolved cited work
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation a581ee97-b37d-4741-9b93-859143dbcbd6 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Additional rules
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 1fe3810e-4cc8-43f0-a3c4-b3960c8c83bf · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces The per-problem analysis addresses dependence among traces from the same problem, but broader generalization remains untested
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation fdeeea0b-efc2-45aa-bdb8-3b90e1f13d4d · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Some improvement over the original answers may therefore come from making a second attempt rather than from the feedback itself
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation befefdbc-7159-4b2c-93fc-5c439c999781 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces The experiment consequently measures the complete rich-feedback package; it does not isolate the effect of either field or distinguish explanation from a supplied fix
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 2a3720f9-c740-45ae-a478-c519493437a1 · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces Failures caused by omissions may also escape detection
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 3cd5c726-b836-42e8-a4ef-2e0cf111611e · outbound
Reasoning Jury: Multi-Model Consensus for Evaluating Reasoning Traces The external AIME answer key validates the correctness of retry outcomes, not the factual accuracy or severity of individual defect descriptions
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
No inbound Pith citation observations are available.