Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning | Paper Citation Record

Observation 72216fe6-495e-419e-904f-05bda35caf94 · outbound

This paper cites 2023 , url =.

Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning 2023 , url =

Reference 1

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Advances in Neural Information Processing Systems , volume=

Reference 2

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Movie Gen: A Cast of Media Foundation Models

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This paper cites Towards Conversational Medical AI with Eyes, Ears and a Voice.

Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Towards Conversational Medical AI with Eyes, Ears and a Voice

Reference 4

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This paper cites Findings of the Association for Computational Linguistics: ACL 2025 , pages=.

Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Findings of the Association for Computational Linguistics: ACL 2025 , pages=

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning International Conference on Learning Representations , volume=

Reference 6

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This paper cites Reward Hacking in Rubric-Based Reinforcement Learning.

Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Reward Hacking in Rubric-Based Reinforcement Learning

Reference 7

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning arXiv preprint arXiv:2602.05125 , year=

Reference 8

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This paper cites Not Every Rubric Teaches Equally: Policy-Aware Rubric Rewards for RLVR.

Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Not Every Rubric Teaches Equally: Policy-Aware Rubric Rewards for RLVR

Reference 9

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

Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 10

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Weak-to-Strong On-Policy Distillation

Reference 11

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning arXiv preprint arXiv:2602.21628 , year=

Reference 12

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Omni-RRM: Advancing Omni Reward Modeling via Automatic Rubric-Grounded Preference Synthesis

Reference 13

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning arXiv preprint arXiv:2603.16600 , year=

Reference 14

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This paper cites Visual Preference Optimization with Rubric Rewards.

Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Visual Preference Optimization with Rubric Rewards

Reference 15

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning AutoRubric: Rubric-Based Generative Rewards for Faithful Multimodal Reasoning

Reference 16

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning arXiv preprint arXiv:2602.04649 , year=

Reference 17

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning arXiv preprint arXiv:2602.01511 , year=

Reference 18

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning arXiv preprint arXiv:2510.07284 , year=

Reference 19

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning arXiv preprint arXiv:2602.10885 , year=

Reference 20

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning DR Tulu: Reinforcement Learning with Evolving Rubrics for Deep Research

Reference 21

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This paper cites Breaking the Exploration Bottleneck: Rubric-Scaffolded Reinforcement Learning for General LLM Reasoning.

Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Breaking the Exploration Bottleneck: Rubric-Scaffolded Reinforcement Learning for General LLM Reasoning

Reference 22

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning arXiv e-prints , pages=

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Findings of the Association for Computational Linguistics: ACL 2025 , pages=

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning arXiv preprint arXiv:2510.07743 , year=

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning International Conference on Learning Representations , volume=

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Advances in Neural Information Processing Systems , volume=

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning arXiv preprint arXiv:2512.20061 , year=

Reference 28

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning 2025 , note =

Reference 29

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Qwen2-Audio Technical Report

Reference 30

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning arXiv preprint arXiv:2512.23808 , year=

Reference 31

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Advances in Neural Information Processing Systems , volume=

Reference 33

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Phi-4 Technical Report

Reference 34

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Step-Audio 2 Technical Report

Reference 35

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning 2025 , eprint=

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Kimi-Audio Technical Report

Reference 37

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Kimi-Audio Technical Report

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning 2023 , url =

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Audio Flamingo 2: An Audio-Language Model with Long-Audio Understanding and Expert Reasoning Abilities

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Audio Flamingo 3: Advancing Audio Intelligence with Fully Open Large Audio Language Models

Reference 41

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Proceedings of the 30th ACM International Conference on Multimedia , pages=

Reference 42

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning GPT-4o System Card

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning GPT-4 Technical Report

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Wav2CLIP: Learning Robust Audio Representations from Clip , booktitle =

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Pengi: An Audio Language Model for Audio Tasks , booktitle =

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Liu and Leonid Karlinsky and James R

Reference 47

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Optimal Transport for Treatment Effect Estimation , booktitle =

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning A Review for Deep Reinforcement Learning in Atari:Benchmarks, Challenges, and Solutions

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Learnable Behavior Control: Breaking Atari Human World Records via Sample-Efficient Behavior Selection , booktitle =

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Generalized Data Distribution Iteration , booktitle =

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning

Reference 52

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning CoRR , volume =

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning ConvFormer: Revisiting Transformer for Sequential User Modeling

Reference 54

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning An Entropy Regularization Free Mechanism for Policy-based Reinforcement Learning

Reference 55

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning CoRR , volume =

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Critic PI2: Master Continuous Planning via Policy Improvement with Path Integrals and Deep Actor-Critic Reinforcement Learning

Reference 57

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning The Thirteenth International Conference on Learning Representations,

Reference 58

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning CoRR , volume =

Reference 59

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning CoRR , volume =

Reference 60

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Observation 756766ed-ab52-499c-a4eb-9979d6b2fe6b · outbound

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Proximal Policy Optimization Algorithms

Reference 61

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning CASA: Bridging the Gap between Policy Improvement and Policy Evaluation with Conflict Averse Policy Iteration

Reference 62

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Observation b92d5a4c-34ec-4aa9-bae0-66dd32b5265f · outbound

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning PRANCE: Joint Token-Optimization and Structural Channel-Pruning for Adaptive ViT Inference

Reference 63

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Observation ed3c6e28-6c7b-4d0a-bdf1-61f853351175 · outbound

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning The Twelfth International Conference on Learning Representations,

Reference 64

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Observation c7951792-715b-4bd3-9bab-db3d33bbc5fa · outbound

This paper cites Forty-first International Conference on Machine Learning,.

Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Forty-first International Conference on Machine Learning,

Reference 65

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Observation 481d5bb3-0fc2-4202-8a8e-79832571323d · outbound

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models

Reference 66

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Observation 1f4173fc-edb0-4d53-8eac-efb12e9a8f99 · outbound

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Qwen2-Audio Technical Report

Reference 67

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Observation 660e61f1-abc9-44cc-b825-aab9f7c42f1d · outbound

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Qwen2.5-Omni Technical Report

Reference 68

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Observation a3d8f8ca-0a76-46f2-984a-064371b741c4 · outbound

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning 2025 , eprint=

Reference 69

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Observation b0489be7-acc5-4149-8819-c40f686a191b · outbound

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Chi and Quoc V

Reference 70

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning VideoCoT: A Video Chain-of-Thought Dataset with Active Annotation Tool

Reference 71

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Observation e69da737-0048-43c4-87f9-0e5d530e99fa · outbound

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Audio-CoT: Exploring Chain-of-Thought Reasoning in Large Audio Language Model

Reference 72

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning arXiv preprint arXiv:2505.09439 , year=

Reference 74

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=

Reference 75

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Observation 877eeec4-b2c2-4518-af80-6161986805d6 · outbound

This paper cites CoRR , volume =.

Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning CoRR , volume =

Reference 76

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Observation ce525799-8429-4255-a847-31f28ecd5dc1 · outbound

This paper cites OpenAI o1 System Card.

Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning OpenAI o1 System Card

Reference 77

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Observation 94cde8fa-d300-442e-a0de-67bbba8cd3f2 · outbound

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning 2025 , eprint=

Reference 78

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Observation b083773d-80a2-43c4-86ea-b54cf54fa156 · outbound

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Flow of Reasoning: Training LLMs for Divergent Reasoning with Minimal Examples

Reference 79

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Observation 389babb4-8067-4623-94f0-e6a98e2176cc · outbound

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning ArrowGEV: Grounding Events in Video via Learning the Arrow of Time

Reference 80

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Observation 65d8f06a-9ef3-4083-85a6-64e54213076d · outbound

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning arXiv preprint arXiv:2601.04171 , year=

Reference 81

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Advances in Neural Information Processing Systems , volume=

Reference 82

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning arXiv preprint arXiv:2511.12344 , year=

Reference 83

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Observation 602e71bc-99a6-4250-b101-c9e970599ba2 · outbound

This paper cites Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains.

Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains

Reference 84

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Observation a17686b4-faa4-4dbe-a94b-175b59ec8dd1 · outbound

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 85

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Observation 0fd3169b-a755-4720-9a19-c79a79d28949 · outbound

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

Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 86

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Observation 1827b252-7810-415f-8faa-4cc420b239e4 · outbound

This paper cites Reinforcement Learning Outperforms Supervised Fine-Tuning: A Case Study on Audio Question Answering.

Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Reinforcement Learning Outperforms Supervised Fine-Tuning: A Case Study on Audio Question Answering

Reference 87

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Observation df1668f8-2120-411b-aaae-29d81836699a · outbound

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning MMAU: A Massive Multi-Task Audio Understanding and Reasoning Benchmark

Reference 88

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Observation b9eb6e47-3bb7-486b-8094-dbbdd94d5ef3 · outbound

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Proceedings of the AAAI Conference on Artificial Intelligence , volume=

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:03:24.058821Z

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Observation 748f3498-457e-4e52-b56b-997bedb389a7 · outbound

This paper cites Audio-Cogito: Towards Deep Audio Reasoning in Large Audio Language Models.

Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Audio-Cogito: Towards Deep Audio Reasoning in Large Audio Language Models

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-15T15:03:20.727700Z

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning arXiv preprint arXiv:2510.11454 , year=

Reference 91

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning arXiv preprint arXiv:2602.13685 , year=

Reference 92

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning arXiv preprint arXiv:2602.10439 , year=

Reference 93

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Observation e01833b1-7489-43d6-860f-65c49c36f36e · outbound

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning arXiv preprint arXiv:2511.15848 , year=

Reference 94

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Observation eb4a273d-1e96-4cd6-a3b7-815e029e6bac · outbound

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning arXiv preprint arXiv:2510.20867 , year=

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-15T15:03:20.940583Z

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning ICASSP 2022-2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) , pages=

Reference 96

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Observation dd5cdea5-df55-44ed-b1d4-650180864af5 · outbound

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning International conference on machine learning , pages=

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-15T15:03:20.956623Z

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Observation 8c6403d2-eafe-41d5-b5b6-83de8429d7cb · outbound

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) , pages=

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-15T15:03:20.960816Z

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Observation da89599d-4536-4118-9ac9-de4e36b77b62 · outbound

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning arXiv preprint arXiv:2503.02318 , year=

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-15T15:03:20.965844Z

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Observation 19c6c492-c904-440e-8f5e-f348a5ff0837 · outbound

This paper cites MMSU: A Massive Multi-task Spoken Language Understanding and Reasoning Benchmark.

Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning MMSU: A Massive Multi-task Spoken Language Understanding and Reasoning Benchmark

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-15T15:03:20.969779Z

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Observation b80465ce-e474-44f0-a20b-6006416d3654 · outbound

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Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning MMAR: A Challenging Benchmark for Deep Reasoning in Speech, Audio, Music, and Their Mix

Reference 101

Resolution: unresolved; no resolver link, observed 2026-08-15T15:03:20.975265Z

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Outbound references

Pith citing papers