Paper Citation Record · LEDGER

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts

As of 20 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 0 inbound Pith citation observations for arXiv:2510.09278.

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

pith.paper-citation-record.v1
2510.09278 v2

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T10:40:50.239122Z

measured 53 of 53 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

53 of 53 outbound references displayed

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verified fuzzy0
unresolved53
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 361a8eb8-0174-4642-b389-c59f74f9f910 · outbound

This paper cites an unresolved cited work.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:42.323020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77f1045f-9409-4096-9730-639a51ae7717 · outbound

This paper cites Chain-of-Thought Reasoning In The Wild Is Not Always Faithful.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Chain-of-Thought Reasoning In The Wild Is Not Always Faithful

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:42.437398Z

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Unavailable: canonical work link unavailable.

Observation afba2411-c0db-4330-bd1c-911667d6a48b · outbound

This paper cites Monitoring Reasoning Models for Misbehavior and the Risks of Promoting Obfuscation.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Monitoring Reasoning Models for Misbehavior and the Risks of Promoting Obfuscation

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:42.596699Z

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Observation 82004794-885e-4aa5-a803-aaf580e011e2 · outbound

This paper cites HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:42.851428Z

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Unavailable: canonical work link unavailable.

Observation 399715de-4411-4b6e-a0b8-7346bfde06b6 · outbound

This paper cites Reasoning Models Don't Always Say What They Think.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Reasoning Models Don't Always Say What They Think

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:42.937652Z

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Observation 2ff1e785-3ad6-44f2-a00f-3418d956fcfa · outbound

This paper cites Towards Consistent Natural-Language Explanations via Explanation-Consistency Finetuning.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Towards Consistent Natural-Language Explanations via Explanation-Consistency Finetuning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:43.075961Z

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Observation 7bba21fd-6a2b-42b2-9553-09838920feee · outbound

This paper cites Bias-Augmented Consistency Training Reduces Biased Reasoning in Chain-of-Thought.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Bias-Augmented Consistency Training Reduces Biased Reasoning in Chain-of-Thought

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:43.208031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 083f581b-80e7-4a24-93a0-99e2548948f7 · outbound

This paper cites DeepSeek-V3 Technical Report.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts DeepSeek-V3 Technical Report

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:43.382825Z

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Observation 19582271-b0b6-431f-8b71-61e74e59e90f · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:43.561051Z

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Observation 62ef4912-82a5-48f2-89a5-b2c5682cfa19 · outbound

This paper cites ReCode: Reinforcing Code Generation with Reasoning-Process Rewards.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts ReCode: Reinforcing Code Generation with Reasoning-Process Rewards

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:43.728971Z

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Observation d1dc259b-d0ea-4212-8337-94bb634b95ba · outbound

This paper cites ReTool: Reinforcement Learning for Strategic Tool Use in LLMs.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:43.915453Z

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Observation 16b77f73-248e-4669-95fe-35d2d5d1f121 · outbound

This paper cites Truthful or Fabricated? Using Causal Attribution to Mitigate Reward Hacking in Explanations.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Truthful or Fabricated? Using Causal Attribution to Mitigate Reward Hacking in Explanations

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:44.071135Z

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Observation f66c8e89-2702-4cfc-9bc1-c620cbc15149 · outbound

This paper cites GLM-4.5: Agentic, Reasoning, and Coding (ARC) Foundation Models.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts GLM-4.5: Agentic, Reasoning, and Coding (ARC) Foundation Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:44.210807Z

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Observation 99c30de1-b493-4faf-b77e-26080463a2a8 · outbound

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

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts A Survey on LLM-as-a-Judge

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:44.385582Z

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Observation 6b543e0d-9588-4705-b2ba-d72e6409fbe9 · outbound

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

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:44.588687Z

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Observation f742fe26-bddd-4058-9644-5250871c6264 · outbound

This paper cites an unresolved cited work.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:44.717777Z

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Observation f1610e9e-0199-4a63-8962-402cc25e0f91 · outbound

This paper cites an unresolved cited work.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:44.860700Z

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Observation 2f131002-14e0-4128-b7f8-fbd9143e9613 · outbound

This paper cites RAG-RL: Advancing Retrieval-Augmented Generation via RL and Curriculum Learning.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts RAG-RL: Advancing Retrieval-Augmented Generation via RL and Curriculum Learning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:45.013735Z

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Observation cc19292c-a333-448f-a6d9-6b92b54af040 · outbound

This paper cites an unresolved cited work.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:45.142857Z

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Unavailable: canonical work link unavailable.

Observation 633c5962-5bbe-4d59-af80-61a5e622d631 · outbound

This paper cites Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:45.271923Z

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Observation 65080f60-5aa7-457e-b13f-db4814363f61 · outbound

This paper cites What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:45.421707Z

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Observation 22b37d82-c8b9-4cda-9e10-2b91e8a3397e · outbound

This paper cites PubMedQA: A Dataset for Biomedical Research Question Answering.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts PubMedQA: A Dataset for Biomedical Research Question Answering

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:45.563609Z

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Observation c63b186b-05fb-47b6-a7b8-365e099d1d7e · outbound

This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:45.717755Z

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Observation dd420bf7-a3e9-4cb5-bfca-956a24b62bcf · outbound

This paper cites Prover-Verifier Games improve legibility of LLM outputs.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Prover-Verifier Games improve legibility of LLM outputs

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:45.855435Z

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Observation 84786868-3129-4d84-9da9-749e7413b8ec · outbound

This paper cites Gonzalez, Hao Zhang, and Ion Stoica.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Gonzalez, Hao Zhang, and Ion Stoica

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:45.997496Z

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Observation c6a6d043-c3c8-4645-8703-761607e6d954 · outbound

This paper cites Reasoning-Table: Exploring Reinforcement Learning for Table Reasoning.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Reasoning-Table: Exploring Reinforcement Learning for Table Reasoning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:46.135824Z

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Observation 7948169f-0219-41a3-b275-fb64d3c67ad5 · outbound

This paper cites an unresolved cited work.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:46.264642Z

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Observation 3560fc99-bac1-426f-a0dc-af3069e0e8f4 · outbound

This paper cites LIMR: Less is More for RL Scaling.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts LIMR: Less is More for RL Scaling

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:46.397811Z

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Observation 3ef278a6-c580-4aa6-8739-30e00e1c6b21 · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:46.491019Z

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Observation bbffb5cc-a76d-4be1-ab53-2bab677d2646 · outbound

This paper cites Frontier Models are Capable of In-context Scheming.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Frontier Models are Capable of In-context Scheming

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:46.608654Z

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Observation bc1b9482-67ca-459a-a80c-163e8712ba4f · outbound

This paper cites GPT-4o System Card.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts GPT-4o System Card

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:46.751263Z

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Observation 9b628e38-ffc3-41ed-882a-cb25f9cd7aed · outbound

This paper cites OpenAI o1 System Card.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts OpenAI o1 System Card

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:46.948269Z

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Observation 26cea3b5-6e5c-4162-9666-895705db7df8 · outbound

This paper cites an unresolved cited work.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:47.107142Z

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Observation 51da2358-127a-4fff-a8c1-6b007bace80c · outbound

This paper cites an unresolved cited work.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:47.234256Z

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Observation a003e3a2-a1a3-4431-917c-c05e411e3e94 · outbound

This paper cites Making Reasoning Matter: Measuring and Improving Faithfulness of Chain-of-Thought Reasoning.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Making Reasoning Matter: Measuring and Improving Faithfulness of Chain-of-Thought Reasoning

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:47.386849Z

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Observation a26a8150-b357-4ef7-9f27-7a9b98c5a117 · outbound

This paper cites an unresolved cited work.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:47.471242Z

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Observation e32dbfc1-15da-42af-b8bf-71eda8124d6c · outbound

This paper cites Qwen2.5 Technical Report.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Qwen2.5 Technical Report

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:47.632256Z

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Observation 436f5eb2-4f65-4e35-ba16-5a7cf8f6c83b · outbound

This paper cites Proximal Policy Optimization Algorithms.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Proximal Policy Optimization Algorithms

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:47.812288Z

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Observation 6bb43ed4-80ab-46b8-97aa-4f70436b58aa · outbound

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

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:47.950018Z

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Observation 299ae545-5864-445e-9222-3709189eb5a1 · outbound

This paper cites an unresolved cited work.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:48.131252Z

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Observation 54e137fd-72b3-4241-95c9-53f001ea1304 · outbound

This paper cites R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:48.311730Z

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Observation 5678ad83-14b1-4b82-b552-9a4d16097830 · outbound

This paper cites Crossing the Reward Bridge: Expanding RL with Verifiable Rewards Across Diverse Domains.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Crossing the Reward Bridge: Expanding RL with Verifiable Rewards Across Diverse Domains

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:48.485814Z

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Observation 580f43ad-e190-4243-a5c5-cc26060f8c41 · outbound

This paper cites CodeBoost: Boosting Code LLMs by Squeezing Knowledge from Code Snippets with RL.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts CodeBoost: Boosting Code LLMs by Squeezing Knowledge from Code Snippets with RL

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:48.632259Z

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Observation 36edb7ea-7158-4493-82aa-accde33d1d79 · outbound

This paper cites Chain-of-Probe: Examining the Necessity and Accuracy of CoT Step-by-Step.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Chain-of-Probe: Examining the Necessity and Accuracy of CoT Step-by-Step

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:48.792795Z

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Observation 9b6e4891-99c2-4707-8f6c-8c110fcd1ba1 · outbound

This paper cites an unresolved cited work.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:48.992415Z

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Observation 91b278bf-e186-4ec8-855e-1a2b944eafe5 · outbound

This paper cites Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:49.178218Z

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Observation c6a232ff-50c6-4fae-bf07-a1a1895c37c8 · outbound

This paper cites ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought Templates.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought Templates

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:49.340924Z

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Observation 43b5f8b9-8e61-4b7c-8c6c-198a7f4189aa · outbound

This paper cites FineMedLM-o1: Enhancing Medical Knowledge Reasoning Ability of LLM from Supervised Fine-Tuning to Test-Time Training.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts FineMedLM-o1: Enhancing Medical Knowledge Reasoning Ability of LLM from Supervised Fine-Tuning to Test-Time Training

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:49.493709Z

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Observation a78efc93-19c0-4077-8f49-858bcd059b8e · outbound

This paper cites From Graph Retrieval to Schema Realization: Counterfactual Validation for Text-to-SPARQL over Heterogeneous Knowledge Graphs.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts From Graph Retrieval to Schema Realization: Counterfactual Validation for Text-to-SPARQL over Heterogeneous Knowledge Graphs

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:49.666102Z

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Observation 297cb829-c30f-433d-a7ca-7164f4b980ad · outbound

This paper cites an unresolved cited work.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:49.793271Z

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Observation 7ce2f5b1-d381-4916-9404-e26dce96ef3f · outbound

This paper cites Does Learning Mathematical Problem-Solving Generalize to Broader Reasoning?.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Does Learning Mathematical Problem-Solving Generalize to Broader Reasoning?

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:49.924763Z

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Observation 248c655b-998c-4f70-b69e-13c16eb45eb3 · outbound

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CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts online" 'onlinestring :=

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:50.098262Z

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Observation dd20c3ad-e6b4-43f5-acf4-8e89e68fccb7 · outbound

This paper cites write newline.

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts write newline

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:50.239122Z

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Pith citing papers

No inbound Pith citation observations are available.