Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization | Paper Citation Record

Observation 0689e7eb-20f2-4117-8bdf-3be15eeebe3d · outbound

This paper cites R., Geist, M., and Bachem, O.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization R., Geist, M., and Bachem, O

Reference 1

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Observation c3e5efa7-533b-43f0-b14f-cbe4f735064e · outbound

This paper cites The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning

Reference 2

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This paper cites D., Dhariwal, P., Neelakantan, A., Shyam, P., Sastry, G., Askell, A., et al.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization D., Dhariwal, P., Neelakantan, A., Shyam, P., Sastry, G., Askell, A., et al

Reference 3

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Observation 61b93e40-3d7f-4cdf-9e2a-120b63a30cdc · outbound

This paper cites Reasoning with Exploration: An Entropy Perspective.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Reasoning with Exploration: An Entropy Perspective

Reference 4

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Observation e9dea355-746b-4272-b43b-a642bb4cdfdb · outbound

This paper cites K., Chen, G., Xu, W., Luu, A.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization K., Chen, G., Xu, W., Luu, A

Reference 5

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Observation b230e182-72c6-4661-8c47-925519a34555 · outbound

This paper cites Decomposing the Entropy-Performance Exchange: The Missing Keys to Unlocking Effective Reinforcement Learning.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Decomposing the Entropy-Performance Exchange: The Missing Keys to Unlocking Effective Reinforcement Learning

Reference 6

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Observation 20fe05de-a943-431b-a89d-ac5d7396223a · outbound

This paper cites Deepseek-r1: incentivizes reasoning in llms through reinforcement learning.Nature, 645(8081): 633–638, September 2025.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Deepseek-r1: incentivizes reasoning in llms through reinforcement learning.Nature, 645(8081): 633–638, September 2025

Reference 7

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Observation f0e898bf-91bf-4164-b613-9c1939a72c09 · outbound

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

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Measuring mathematical problem solving with the MATH dataset

Reference 9

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Observation 65be8710-17e3-4c27-89cc-916385f00bef · outbound

This paper cites Reinforcement Learning via Self-Distillation.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Reinforcement Learning via Self-Distillation

Reference 10

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Observation fed4f4cb-834b-4735-97b1-c9820b7609d1 · outbound

This paper cites F., and Joty, S.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization F., and Joty, S

Reference 11

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Observation fdd53a9a-c87d-4837-9844-6cd8ab6e4b68 · outbound

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Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Unresolved cited work

Reference 12

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Observation fceea892-3f7f-4d84-bd97-d024ff84b8f4 · outbound

This paper cites V ., Jeon, M., Vu, K., Lai, V ., and Yang, E.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization V ., Jeon, M., Vu, K., Lai, V ., and Yang, E

Reference 13

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Observation 2d47ed9d-be70-458f-ac3e-f1b4e783acb8 · outbound

This paper cites Revisiting LLM Reasoning via Information Bottleneck.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Revisiting LLM Reasoning via Information Bottleneck

Reference 14

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Observation a2ef72b9-6fad-4cf5-bc2f-4e97442b67c9 · outbound

This paper cites RED: Unleashing token-level rewards from holistic feedback via reward redistribution.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization RED: Unleashing token-level rewards from holistic feedback via reward redistribution

Reference 15

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Observation 80a54d28-261d-4a24-9277-f7be0d804108 · outbound

This paper cites Can we further elicit reasoning in LLMs? critic-guided planning with retrieval-augmentation for solving challenging tasks.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Can we further elicit reasoning in LLMs? critic-guided planning with retrieval-augmentation for solving challenging tasks

Reference 16

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Observation 71afbd51-17a8-4d77-a281-67b2a3efd58b · outbound

This paper cites Let’s verify step by step.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Let’s verify step by step

Reference 17

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Observation 29d4ae00-9413-4c24-a698-8104a05dbb6b · outbound

This paper cites Ravr: Reference-answer-guided variational reasoning for large language models.arXiv preprint arXiv:2510.25206, 2025.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Ravr: Reference-answer-guided variational reasoning for large language models.arXiv preprint arXiv:2510.25206, 2025

Reference 18

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Observation 4aadada7-4f06-40c2-ae7f-1c52211b643a · outbound

This paper cites and Lab, T.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization and Lab, T

Reference 19

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Observation 25553960-5153-441d-a7f7-d972e5747e04 · outbound

This paper cites American mathematics competitions (AMC), 2023.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization American mathematics competitions (AMC), 2023

Reference 20

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Observation 378c8d48-05fa-42ab-89c3-d7fbe08828c7 · outbound

This paper cites American invitational mathematics examination (AIME),.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization American invitational mathematics examination (AIME),

Reference 21

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Observation da0d60d1-89d8-4da0-8fe0-adffee18193d · outbound

This paper cites L., Stickland, A.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization L., Stickland, A

Reference 22

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Observation 0cf673c1-2b74-44d7-a479-ee9a0a320d1f · outbound

This paper cites Proximal Policy Optimization Algorithms.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Proximal Policy Optimization Algorithms

Reference 23

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Observation 40e7aa23-9973-41a1-bbe8-68ba3ebc29eb · outbound

This paper cites Accessed: 2025-12-23.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Accessed: 2025-12-23

Reference 24

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Observation 61dfcddc-5072-4349-ab74-4c0092e78eca · outbound

This paper cites On entropy control in llm-rl algorithms.arXiv preprint arXiv:2509.03493, 2025.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization On entropy control in llm-rl algorithms.arXiv preprint arXiv:2509.03493, 2025

Reference 25

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Observation 1f33537c-e256-496a-9950-69b95093438c · outbound

This paper cites Self-Distillation Enables Continual Learning.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Self-Distillation Enables Continual Learning

Reference 26

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Observation e94f6c29-ce3c-4863-a626-f99a505f94d6 · outbound

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

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 27

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Observation b1bec4d7-fd43-4282-aa3e-8760191cd133 · outbound

This paper cites Kimi K2: Open Agentic Intelligence.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Kimi K2: Open Agentic Intelligence

Reference 28

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Observation 87738a82-72e2-41dc-bae3-09dd7cd67609 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 29

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Observation ce0c3b6b-14d8-4b8e-9bbf-26743f2329ba · outbound

This paper cites Espo: Entropy importance sampling policy optimization.arXiv preprint arXiv:2512.00499, 2025.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Espo: Entropy importance sampling policy optimization.arXiv preprint arXiv:2512.00499, 2025

Reference 30

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Observation 9f56af7d-adc5-4061-ac52-35a00dfab8da · outbound

This paper cites SCOPE-RL: Stable and Quantitative Control of Policy Entropy in RL Post-Training.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization SCOPE-RL: Stable and Quantitative Control of Policy Entropy in RL Post-Training

Reference 31

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Observation ff2c5ad0-5fd8-464e-8202-baa1d11ad2fd · outbound

This paper cites Harnessing Uncertainty: Entropy-Modulated Policy Gradients for Long-Horizon LLM Agents.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Harnessing Uncertainty: Entropy-Modulated Policy Gradients for Long-Horizon LLM Agents

Reference 32

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Observation 73026038-d1e2-4d6c-926f-ef4f97237b75 · outbound

This paper cites and Karkhanis, D.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization and Karkhanis, D

Reference 33

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This paper cites Beyond the 80/20 rule: High-entropy minority tokens drive effective reinforcement learning for LLM reasoning.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Beyond the 80/20 rule: High-entropy minority tokens drive effective reinforcement learning for LLM reasoning

Reference 34

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This paper cites MMLU-pro: A more robust and challenging multi-task language understanding benchmark.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization MMLU-pro: A more robust and challenging multi-task language understanding benchmark

Reference 35

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

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Math-shepherd: Verify and reinforce LLMs step-by-step without human annotations

Reference 36

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Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Unresolved cited work

Reference 37

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This paper cites Quantile advantage estimation for entropy-safe reasoning.arXiv preprint arXiv:2509.22611, 2025.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Quantile advantage estimation for entropy-safe reasoning.arXiv preprint arXiv:2509.22611, 2025

Reference 38

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This paper cites OpenClaw-RL: Train Any Agent Simply by Talking.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization OpenClaw-RL: Train Any Agent Simply by Talking

Reference 39

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Observation cf97f670-e25a-4dfc-bc18-fbb7f0b853f9 · outbound

This paper cites Reasons to reject? aligning language models with judgments.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Reasons to reject? aligning language models with judgments

Reference 40

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

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement

Reference 41

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This paper cites A., Osten- dorf, M., and Hajishirzi, H.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization A., Osten- dorf, M., and Hajishirzi, H

Reference 42

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Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Self-distillation bridges distribution gap in language model fine-tuning

Reference 43

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Observation d0a49c8e-a0dc-4b59-b561-71e72d61c698 · outbound

This paper cites Tree of thoughts: Deliberate problem solving with large language models.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Tree of thoughts: Deliberate problem solving with large language models

Reference 44

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This paper cites Qwen3 Technical Report.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Qwen3 Technical Report

Reference 45

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Observation bbdfea30-7b90-42f2-9959-1aa0c07b2398 · outbound

This paper cites Does reinforcement learning really incentivize reasoning capacity in LLMs beyond the base model? InThe Thirty-ninth Annual Conference on Neural Information Processing Systems, 2025.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Does reinforcement learning really incentivize reasoning capacity in LLMs beyond the base model? InThe Thirty-ninth Annual Conference on Neural Information Processing Systems, 2025

Reference 46

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Observation c46e2e8f-02b8-4482-9d30-57bcf13ee76d · outbound

This paper cites SCoRE: Benchmarking Long-Chain Reasoning in Commonsense Scenarios.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization SCoRE: Benchmarking Long-Chain Reasoning in Commonsense Scenarios

Reference 47

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Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization DAPO: An open-source LLM reinforcement learning system at scale

Reference 48

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This paper cites R., Kailkhura, B., Lai, F., Zhao, J., and Chen, B.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization R., Kailkhura, B., Lai, F., Zhao, J., and Chen, B

Reference 49

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Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization First Return, Entropy-Eliciting Explore

Reference 50

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Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Group Sequence Policy Optimization

Reference 51

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Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Unresolved cited work

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Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Unresolved cited work

Reference 55

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Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Unresolved cited work

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Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Unresolved cited work

Reference 57

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Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Unresolved cited work

Reference 58

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Observation 064e667f-ead7-4b58-9de7-827eee6bce35 · outbound

This paper cites URL https://aclanthology.org/2024.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization URL https://aclanthology.org/2024

Reference 2024

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Observation 4e3e6b8c-43f5-4ad2-a9d5-4ff845c7fd23 · outbound

This paper cites Rethinking Entropy Interventions in RLVR: An Entropy Change Perspective.

Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization Rethinking Entropy Interventions in RLVR: An Entropy Change Perspective

Reference 2025

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