Paper Citation Record · LEDGER

DeepCritic: Deliberate Critique with Large Language Models

As of 22 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 8 inbound Pith citation observations for arXiv:2505.00662.

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

pith.paper-citation-record.v1
2505.00662 v1

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:42:07.631907Z

measured 68 of 68 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:33:12.754141Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T08:59:42.593762Z

Reference resolution

60 of 60 outbound references displayed

verified exact0
verified fuzzy11
unresolved48
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e42d56a4-ed69-4971-9198-49baa36b08d5 · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

DeepCritic: Deliberate Critique with Large Language Models Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.317706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97709941-4e7e-403b-8b0e-d25b482973ae · outbound

This paper cites Measuring Progress on Scalable Oversight for Large Language Models.

DeepCritic: Deliberate Critique with Large Language Models Measuring Progress on Scalable Oversight for Large Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.324494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 974dbcc6-c96d-4fde-8125-1a26d0070a00 · outbound

This paper cites Weak-to-strong generalization: eliciting strong capabilities with weak supervision.

DeepCritic: Deliberate Critique with Large Language Models Weak-to-strong generalization: eliciting strong capabilities with weak supervision

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:42:08.745240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 58091933-36c6-4c93-8183-71165a77637c · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

DeepCritic: Deliberate Critique with Large Language Models Training Verifiers to Solve Math Word Problems

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.335493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 834a1e4a-85ab-415e-953f-d961c5e5d81d · outbound

This paper cites Process Reinforcement through Implicit Rewards.

DeepCritic: Deliberate Critique with Large Language Models Process Reinforcement through Implicit Rewards

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.340445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94cf3d7d-e678-41fb-9ac3-b0e1ed4250ab · outbound

This paper cites Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning, 1 2025.

DeepCritic: Deliberate Critique with Large Language Models Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning, 1 2025

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:42:08.727785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f1964553-28bf-472a-b7f9-3e833c5e482a · outbound

This paper cites LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language Feedback.

DeepCritic: Deliberate Critique with Large Language Models LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language Feedback

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.350521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cb44d9c-21ac-4edb-8823-fc9806cb49c2 · outbound

This paper cites Omni-MATH: A Universal Olympiad Level Mathematic Benchmark For Large Language Models.

DeepCritic: Deliberate Critique with Large Language Models Omni-MATH: A Universal Olympiad Level Mathematic Benchmark For Large Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.357477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ada40ff-c93d-4c04-8283-0d75bf02d69e · outbound

This paper cites Did aristotle use a laptop? a question answering benchmark with implicit reasoning strategies.

DeepCritic: Deliberate Critique with Large Language Models Did aristotle use a laptop? a question answering benchmark with implicit reasoning strategies

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.363469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4fd0dfa-5f83-4b1e-9743-9523b5310af5 · outbound

This paper cites A Survey on LLM-as-a-Judge.

DeepCritic: Deliberate Critique with Large Language Models A Survey on LLM-as-a-Judge

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.368099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86df7ff2-6425-4b53-a235-f777e8d1aef3 · outbound

This paper cites Olympiadbench: A challenging benchmark for promoting agi with olympiad-level bilingual multimodal scientific problems.

DeepCritic: Deliberate Critique with Large Language Models Olympiadbench: A challenging benchmark for promoting agi with olympiad-level bilingual multimodal scientific problems

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.373472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afa0f929-3068-408e-b4d8-5e08b9962d8a · outbound

This paper cites Measuring mathematical problem solving with the MATH dataset.

DeepCritic: Deliberate Critique with Large Language Models Measuring mathematical problem solving with the MATH dataset

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.378980Z

Source-reported events for the cited work

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Observation 2ed360aa-ba13-4d0d-867d-da9a2c1792e8 · outbound

This paper cites Open-Reasoner-Zero: An Open Source Approach to Scaling Up Reinforcement Learning on the Base Model.

DeepCritic: Deliberate Critique with Large Language Models Open-Reasoner-Zero: An Open Source Approach to Scaling Up Reinforcement Learning on the Base Model

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.384330Z

Source-reported events for the cited work

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Observation ed949d4b-fa91-4c34-b842-1edb570e7e07 · outbound

This paper cites Qwen2.5-Coder Technical Report.

DeepCritic: Deliberate Critique with Large Language Models Qwen2.5-Coder Technical Report

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.389372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eaa2dc00-54d4-4ff4-8b56-14596bd123ed · outbound

This paper cites GPT-4o System Card.

DeepCritic: Deliberate Critique with Large Language Models GPT-4o System Card

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.394077Z

Source-reported events for the cited work

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Observation 396c3529-11e2-46cf-a865-73c2399f4c04 · outbound

This paper cites SWE-bench: Can language models resolve real-world github issues? In The Twelfth International Conference on Learning Representations , 2024.

DeepCritic: Deliberate Critique with Large Language Models SWE-bench: Can language models resolve real-world github issues? In The Twelfth International Conference on Learning Representations , 2024

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.398733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb363920-1f2e-4432-b755-767485c1fcc0 · outbound

This paper cites CritiqueLLM: Towards an informative critique generation model for evaluation of large language model generation.

DeepCritic: Deliberate Critique with Large Language Models CritiqueLLM: Towards an informative critique generation model for evaluation of large language model generation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.403127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c81debc-3edb-4cd7-b1ab-dfbd6175ec03 · outbound

This paper cites Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs.

DeepCritic: Deliberate Critique with Large Language Models Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.407517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e30f58a-6ea0-49e9-a8db-0ffef06400cb · outbound

This paper cites Criticeval: Evaluating large-scale language model as critic.

DeepCritic: Deliberate Critique with Large Language Models Criticeval: Evaluating large-scale language model as critic

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:42:08.653006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 999f43f7-7c61-4f52-b32c-4b86dd9ae24c · outbound

This paper cites Numinamath: The largest public dataset in ai4maths with 860k pairs of competition math problems and solutions.Hugging Face repository, 13, 2024.

DeepCritic: Deliberate Critique with Large Language Models Numinamath: The largest public dataset in ai4maths with 860k pairs of competition math problems and solutions.Hugging Face repository, 13, 2024

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.419993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5da94829-b43a-4a47-82f0-61d7e8de933b · outbound

This paper cites Let’s verify step by step.

DeepCritic: Deliberate Critique with Large Language Models Let’s verify step by step

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.424948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecdd6e85-1949-4ec4-a055-f6f4d0187513 · outbound

This paper cites Criticbench: Benchmarking llms for critique-correct reasoning.

DeepCritic: Deliberate Critique with Large Language Models Criticbench: Benchmarking llms for critique-correct reasoning

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:42:08.613842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0f19ef65-55ac-4db3-821e-0d069bf55d2d · outbound

This paper cites DeepSeek-V3 Technical Report.

DeepCritic: Deliberate Critique with Large Language Models DeepSeek-V3 Technical Report

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.434620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdaaf89d-ae88-44ef-855b-7de8c552d2b9 · outbound

This paper cites Critique Ability of Large Language Models.

DeepCritic: Deliberate Critique with Large Language Models Critique Ability of Large Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.439664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c81d4b88-4319-4aed-88e1-39143338ec4e · outbound

This paper cites Large language models surpass human experts in predicting neuroscience results.

DeepCritic: Deliberate Critique with Large Language Models Large language models surpass human experts in predicting neuroscience results

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:42:08.598780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 20d355a4-f854-4e18-93d0-8d46c969a5a2 · outbound

This paper cites Self-refine: Iterative refinement with self-feedback.

DeepCritic: Deliberate Critique with Large Language Models Self-refine: Iterative refinement with self-feedback

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.449197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16947f13-c97c-49be-be09-eb5680b7a1da · outbound

This paper cites LLM Critics Help Catch LLM Bugs.

DeepCritic: Deliberate Critique with Large Language Models LLM Critics Help Catch LLM Bugs

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.455016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e4b7420-ac85-46f0-9add-751533ef5f31 · outbound

This paper cites Introducing llama 3.1: Our most capable models to date.

DeepCritic: Deliberate Critique with Large Language Models Introducing llama 3.1: Our most capable models to date

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:42:08.571744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 51b3585a-3780-4ce6-a985-b0df45b861ee · outbound

This paper cites Gpt-4 technical report.

DeepCritic: Deliberate Critique with Large Language Models Gpt-4 technical report

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:42:08.555738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2263a578-60f4-4b7a-9483-504e085311bd · outbound

This paper cites Learning to reason with llms, 2024.

DeepCritic: Deliberate Critique with Large Language Models Learning to reason with llms, 2024

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:42:08.539101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 43493cf3-7a27-4d1a-b6c9-8aa9d60ebfa6 · outbound

This paper cites Training language models to follow instructions with human feedback.

DeepCritic: Deliberate Critique with Large Language Models Training language models to follow instructions with human feedback

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.477945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6a338c6-d337-4365-86f1-3d9fc6a08dfa · outbound

This paper cites an unresolved cited work.

DeepCritic: Deliberate Critique with Large Language Models Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:42:08.511696Z

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 68b51c03-b63e-4cc7-8d6a-2a362ba22fc1 · outbound

This paper cites GPQA: A Graduate-Level Google-Proof Q&A Benchmark.

DeepCritic: Deliberate Critique with Large Language Models GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.487682Z

Source-reported events for the cited work

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Observation 414be28f-41b5-4703-9fe1-20279d941be3 · outbound

This paper cites Code Llama: Open Foundation Models for Code.

DeepCritic: Deliberate Critique with Large Language Models Code Llama: Open Foundation Models for Code

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.492622Z

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Observation 862ad342-2e92-4109-a88c-87d879528ab0 · outbound

This paper cites Self-critiquing models for assisting human evaluators.

DeepCritic: Deliberate Critique with Large Language Models Self-critiquing models for assisting human evaluators

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.498292Z

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Observation 7b4398c8-083e-449a-80fa-388a1e743476 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

DeepCritic: Deliberate Critique with Large Language Models DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.503803Z

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Observation 252de94a-084e-4b9e-a2c1-3bcbb4c1fb6c · outbound

This paper cites HybridFlow: A Flexible and Efficient RLHF Framework.

DeepCritic: Deliberate Critique with Large Language Models HybridFlow: A Flexible and Efficient RLHF Framework

Reference 37

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Observation e08fd443-e38d-4a79-8748-886103911a6e · outbound

This paper cites Self-Evolving Critique Abilities in Large Language Models.

DeepCritic: Deliberate Critique with Large Language Models Self-Evolving Critique Abilities in Large Language Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.514164Z

Source-reported events for the cited work

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Observation 4eeb2d92-23d1-471c-b2a0-9f6a5df4b901 · outbound

This paper cites Solving math word problems with process- and outcome-based feedback.

DeepCritic: Deliberate Critique with Large Language Models Solving math word problems with process- and outcome-based feedback

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.520370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c04e9fba-3e72-44ac-8210-4af93296e8de · outbound

This paper cites Math-shepherd: Verify and reinforce llms step-by-step without human annotations.

DeepCritic: Deliberate Critique with Large Language Models Math-shepherd: Verify and reinforce llms step-by-step without human annotations

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.526357Z

Source-reported events for the cited work

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Observation e5e53525-f12a-4b5f-b6d7-a937858a5c34 · outbound

This paper cites Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou.

DeepCritic: Deliberate Critique with Large Language Models Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.531677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e2ab938-56c2-4a43-937b-90c45b2b7bd2 · outbound

This paper cites Meta-Rewarding Language Models: Self-Improving Alignment with LLM-as-a-Meta-Judge.

DeepCritic: Deliberate Critique with Large Language Models Meta-Rewarding Language Models: Self-Improving Alignment with LLM-as-a-Meta-Judge

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.537404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8970a22a-d1f2-417a-9064-b1a31b231a7f · outbound

This paper cites Scaling inference computation: Compute-optimal inference for problem-solving with language models.

DeepCritic: Deliberate Critique with Large Language Models Scaling inference computation: Compute-optimal inference for problem-solving with language models

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.543491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f05c4ddc-291c-42be-9d43-0b10c6a9e8a7 · outbound

This paper cites Enhancing LLM Reasoning via Critique Models with Test-Time and Training-Time Supervision.

DeepCritic: Deliberate Critique with Large Language Models Enhancing LLM Reasoning via Critique Models with Test-Time and Training-Time Supervision

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.548871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c3e3503-df2d-442f-b5ac-f3c754546b83 · outbound

This paper cites Teaching language models to critique via reinforcement learning.

DeepCritic: Deliberate Critique with Large Language Models Teaching language models to critique via reinforcement learning

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.554782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44e5e0e3-c221-4b39-81ab-fc65524dd9dc · outbound

This paper cites An implementation of generative prm, 2024.

DeepCritic: Deliberate Critique with Large Language Models An implementation of generative prm, 2024

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:42:08.464111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 96d41639-67de-44bb-ae50-0a44c4202d45 · outbound

This paper cites An implementation of generative prm.

DeepCritic: Deliberate Critique with Large Language Models An implementation of generative prm

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.564784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa0bb897-b685-47ce-a3da-7324de9580db · outbound

This paper cites Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement.

DeepCritic: Deliberate Critique with Large Language Models Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.571613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04121c85-a2ec-4fce-afe8-8696e9dc1d72 · outbound

This paper cites Super(ficial)-alignment: Strong Models May Deceive Weak Models in Weak-to-Strong Generalization.

DeepCritic: Deliberate Critique with Large Language Models Super(ficial)-alignment: Strong Models May Deceive Weak Models in Weak-to-Strong Generalization

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.576514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 651ff0c2-1952-4f53-9df8-672228e0031a · outbound

This paper cites Towards thinking-optimal scaling of test-time compute for llm reasoning.

DeepCritic: Deliberate Critique with Large Language Models Towards thinking-optimal scaling of test-time compute for llm reasoning

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.581313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3aff4f65-2a08-4fac-81ce-af5f7bdf339a · outbound

This paper cites Metamath: Bootstrap your own mathematical questions for large language models.

DeepCritic: Deliberate Critique with Large Language Models Metamath: Bootstrap your own mathematical questions for large language models

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:42:08.432337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 47a06cc0-8abd-4003-a8b6-86a8ea8635c7 · outbound

This paper cites Self-Rewarding Language Models.

DeepCritic: Deliberate Critique with Large Language Models Self-Rewarding Language Models

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.590588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e57c6abf-80d9-40b1-9b90-c4595c6e3bee · outbound

This paper cites MR-GSM8K: A Meta-Reasoning Benchmark for Large Language Model Evaluation.

DeepCritic: Deliberate Critique with Large Language Models MR-GSM8K: A Meta-Reasoning Benchmark for Large Language Model Evaluation

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.595607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db65d28f-b8d7-4bdd-9896-2e52600b7259 · outbound

This paper cites ProcessBench: Identifying Process Errors in Mathematical Reasoning.

DeepCritic: Deliberate Critique with Large Language Models ProcessBench: Identifying Process Errors in Mathematical Reasoning

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-16T04:42:07.600475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57ff0c52-adc4-4134-a911-bedbda4c35c1 · outbound

This paper cites Judging llm-as-a-judge with mt-bench and chatbot arena.

DeepCritic: Deliberate Critique with Large Language Models Judging llm-as-a-judge with mt-bench and chatbot arena

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:42:08.415325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 67ebcffe-0f8f-462b-a129-f234fbadc9c7 · outbound

This paper cites Critic-CoT: Boosting the reasoning abilities of large language model via Chain-of-thoughts Critic.

DeepCritic: Deliberate Critique with Large Language Models Critic-CoT: Boosting the reasoning abilities of large language model via Chain-of-thoughts Critic

Reference 56

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DeepCritic: Deliberate Critique with Large Language Models Unresolved cited work

Reference 57

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Observation 78dafb33-6032-45bf-8069-b20d261107b8 · outbound

This paper cites an unresolved cited work.

DeepCritic: Deliberate Critique with Large Language Models Unresolved cited work

Reference 58

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Observation 9b9d03c9-3229-416b-a452-e3ab2c57deb0 · outbound

This paper cites an unresolved cited work.

DeepCritic: Deliberate Critique with Large Language Models Unresolved cited work

Reference 59

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Observation c5a96f44-7a9c-4d60-8628-311264c86cca · outbound

This paper cites erroneous.

DeepCritic: Deliberate Critique with Large Language Models erroneous

Reference 60

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Pith citing papers

Observation 7ad22a85-1b4c-49bd-8103-98a1074fff65 · inbound

Incentivizing Multimodal Reasoning in Large Models for Direct Robot Manipulation cites this paper.

Incentivizing Multimodal Reasoning in Large Models for Direct Robot Manipulation DeepCritic: Deliberate Critique with Large Language Models

Reference 45

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Observation a6d0a0dc-20a9-4b37-b7ad-11ab42174270 · inbound

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs cites this paper.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs DeepCritic: Deliberate Critique with Large Language Models

Reference 62

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Unavailable: canonical work link unavailable.

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RefCritic: Training Long Chain-of-Thought Critic Models with Refinement Feedback cites this paper.

RefCritic: Training Long Chain-of-Thought Critic Models with Refinement Feedback DeepCritic: Deliberate Critique with Large Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T15:47:33.218455Z

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Unavailable: canonical work link unavailable.

Observation 0adfb6db-1cd0-4732-b701-6c23138684ff · inbound

Learning from Language Feedback via Variational Policy Distillation cites this paper.

Learning from Language Feedback via Variational Policy Distillation DeepCritic: Deliberate Critique with Large Language Models

Reference 40

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Observation 77ea421a-ac94-4d5a-967e-d6d653576187 · inbound

Trust Region On-Policy Distillation cites this paper.

Trust Region On-Policy Distillation DeepCritic: Deliberate Critique with Large Language Models

Reference 166

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Observation e9dfcf63-bd6a-4d79-881c-fefce6088ff4 · inbound

On the Position Bias of On-Policy Distillation cites this paper.

On the Position Bias of On-Policy Distillation DeepCritic: Deliberate Critique with Large Language Models

Reference 44

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Observation b1822564-c25c-469d-a5c0-99b73532b58e · inbound

On the Position Bias of On-Policy Distillation cites this paper.

On the Position Bias of On-Policy Distillation DeepCritic: Deliberate Critique with Large Language Models

Reference 44

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4be92d90-751e-4fa9-88f4-907765b67579 · inbound

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning cites this paper.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning DeepCritic: Deliberate Critique with Large Language Models

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-06T04:30:44.844166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.