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Collections including paper arxiv:2511.07685

Evaluation Methods & Metrics

RubricBench: Aligning Model-Generated Rubrics with Human Standards

Paper • 2603.01562 • Published Mar 2 • 64
T2S-Bench & Structure-of-Thought: Benchmarking and Prompting Comprehensive Text-to-Structure Reasoning

Paper • 2603.03790 • Published Mar 4 • 122
SWE-rebench: An Automated Pipeline for Task Collection and Decontaminated Evaluation of Software Engineering Agents

Paper • 2505.20411 • Published May 26, 2025 • 97
SWE-rebench V2: Language-Agnostic SWE Task Collection at Scale

Paper • 2602.23866 • Published Feb 27 • 92

ResearchRubrics: A Benchmark of Prompts and Rubrics For Evaluating Deep Research Agents

Paper • 2511.07685 • Published Nov 10, 2025 • 10

BitNet: Scaling 1-bit Transformers for Large Language Models

Paper • 2310.11453 • Published Oct 17, 2023 • 108
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Paper • 2310.11511 • Published Oct 17, 2023 • 79
In-Context Learning Creates Task Vectors

Paper • 2310.15916 • Published Oct 24, 2023 • 43
Matryoshka Diffusion Models

Paper • 2310.15111 • Published Oct 23, 2023 • 46

DR Tulu: Reinforcement Learning with Evolving Rubrics for Deep Research

Paper • 2511.19399 • Published Nov 24, 2025 • 64
ResearchRubrics: A Benchmark of Prompts and Rubrics For Evaluating Deep Research Agents

Paper • 2511.07685 • Published Nov 10, 2025 • 10
OpenRubrics: Towards Scalable Synthetic Rubric Generation for Reward Modeling and LLM Alignment

Paper • 2510.07743 • Published Oct 9, 2025 • 14

Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning

Paper • 2505.01441 • Published Apr 28, 2025 • 40
LLMs are Greedy Agents: Effects of RL Fine-tuning on Decision-Making Abilities

Paper • 2504.16078 • Published Apr 22, 2025 • 21
Emergent Agentic Transformer from Chain of Hindsight Experience

Paper • 2305.16554 • Published May 26, 2023
DiaTool-DPO: Multi-Turn Direct Preference Optimization for Tool-Augmented Large Language Models

Paper • 2504.02882 • Published Apr 2, 2025 • 7

Evaluation Methods & Metrics

RubricBench: Aligning Model-Generated Rubrics with Human Standards

Paper • 2603.01562 • Published Mar 2 • 64
T2S-Bench & Structure-of-Thought: Benchmarking and Prompting Comprehensive Text-to-Structure Reasoning

Paper • 2603.03790 • Published Mar 4 • 122
SWE-rebench: An Automated Pipeline for Task Collection and Decontaminated Evaluation of Software Engineering Agents

Paper • 2505.20411 • Published May 26, 2025 • 97
SWE-rebench V2: Language-Agnostic SWE Task Collection at Scale

Paper • 2602.23866 • Published Feb 27 • 92

DR Tulu: Reinforcement Learning with Evolving Rubrics for Deep Research

Paper • 2511.19399 • Published Nov 24, 2025 • 64
ResearchRubrics: A Benchmark of Prompts and Rubrics For Evaluating Deep Research Agents

Paper • 2511.07685 • Published Nov 10, 2025 • 10
OpenRubrics: Towards Scalable Synthetic Rubric Generation for Reward Modeling and LLM Alignment

Paper • 2510.07743 • Published Oct 9, 2025 • 14

ResearchRubrics: A Benchmark of Prompts and Rubrics For Evaluating Deep Research Agents

Paper • 2511.07685 • Published Nov 10, 2025 • 10

Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning

Paper • 2505.01441 • Published Apr 28, 2025 • 40
LLMs are Greedy Agents: Effects of RL Fine-tuning on Decision-Making Abilities

Paper • 2504.16078 • Published Apr 22, 2025 • 21
Emergent Agentic Transformer from Chain of Hindsight Experience

Paper • 2305.16554 • Published May 26, 2023
DiaTool-DPO: Multi-Turn Direct Preference Optimization for Tool-Augmented Large Language Models

Paper • 2504.02882 • Published Apr 2, 2025 • 7

BitNet: Scaling 1-bit Transformers for Large Language Models

Paper • 2310.11453 • Published Oct 17, 2023 • 108
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Paper • 2310.11511 • Published Oct 17, 2023 • 79
In-Context Learning Creates Task Vectors

Paper • 2310.15916 • Published Oct 24, 2023 • 43
Matryoshka Diffusion Models

Paper • 2310.15111 • Published Oct 23, 2023 • 46

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