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Discover the best community collections!

Collections including paper arxiv:2509.25084

AgentGym: Evolving Large Language Model-based Agents across Diverse Environments

Paper • 2406.04151 • Published Jun 6, 2024 • 24
DeepAnalyze: Agentic Large Language Models for Autonomous Data Science

Paper • 2510.16872 • Published Oct 19, 2025 • 112
Scaling Generalist Data-Analytic Agents

Paper • 2509.25084 • Published Sep 29, 2025 • 20
Scaling Agents via Continual Pre-training

Paper • 2509.13310 • Published Sep 16, 2025 • 117

Reading List of Motivated Papers

Toward Agentic Data Science and Analytic

SQL-R1: Training Natural Language to SQL Reasoning Model By Reinforcement Learning

Paper • 2504.08600 • Published Apr 11, 2025 • 33
Think-on-Graph 3.0: Efficient and Adaptive LLM Reasoning on Heterogeneous Graphs via Multi-Agent Dual-Evolving Context Retrieval

Paper • 2509.21710 • Published Sep 26, 2025 • 19
TTRL: Test-Time Reinforcement Learning

Paper • 2504.16084 • Published Apr 22, 2025 • 122
Agent Lightning: Train ANY AI Agents with Reinforcement Learning

Paper • 2508.03680 • Published Aug 5, 2025 • 140

PotentialApplication

Let LLMs Break Free from Overthinking via Self-Braking Tuning

Paper • 2505.14604 • Published May 20, 2025 • 23
AGENTIF: Benchmarking Instruction Following of Large Language Models in Agentic Scenarios

Paper • 2505.16944 • Published May 22, 2025 • 8
Training Step-Level Reasoning Verifiers with Formal Verification Tools

Paper • 2505.15960 • Published May 21, 2025 • 7
The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning

Paper • 2505.15134 • Published May 21, 2025 • 7

Data Analysis Papers

Scaling Generalist Data-Analytic Agents

Paper • 2509.25084 • Published Sep 29, 2025 • 20
PARROT: A Benchmark for Evaluating LLMs in Cross-System SQL Translation

Paper • 2509.23338 • Published Sep 27, 2025 • 8
LLMSQL: Upgrading WikiSQL for the LLM Era of Text-to-SQL

Paper • 2510.02350 • Published Sep 27, 2025 • 4
RAG-Anything: All-in-One RAG Framework

Paper • 2510.12323 • Published Oct 14, 2025 • 73

zjunlp/DataMind-Analysis-Qwen2.5-7B

Text Generation • 8B • Updated Aug 12, 2025 • 16 • 2
zjunlp/DataMind-Analysis-Qwen2.5-14B

Text Generation • 15B • Updated Aug 12, 2025 • 13 • 2
Why Do Open-Source LLMs Struggle with Data Analysis? A Systematic Empirical Study

Paper • 2506.19794 • Published Jun 24, 2025 • 8
zjunlp/DataMind-Analysis-SFT-Data

Viewer • Updated Jul 21, 2025 • 2.82k • 19 • 1

AgentGym: Evolving Large Language Model-based Agents across Diverse Environments

Paper • 2406.04151 • Published Jun 6, 2024 • 24
DeepAnalyze: Agentic Large Language Models for Autonomous Data Science

Paper • 2510.16872 • Published Oct 19, 2025 • 112
Scaling Generalist Data-Analytic Agents

Paper • 2509.25084 • Published Sep 29, 2025 • 20
Scaling Agents via Continual Pre-training

Paper • 2509.13310 • Published Sep 16, 2025 • 117

Data Analysis Papers

Scaling Generalist Data-Analytic Agents

Paper • 2509.25084 • Published Sep 29, 2025 • 20
PARROT: A Benchmark for Evaluating LLMs in Cross-System SQL Translation

Paper • 2509.23338 • Published Sep 27, 2025 • 8
LLMSQL: Upgrading WikiSQL for the LLM Era of Text-to-SQL

Paper • 2510.02350 • Published Sep 27, 2025 • 4
RAG-Anything: All-in-One RAG Framework

Paper • 2510.12323 • Published Oct 14, 2025 • 73

Reading List of Motivated Papers

Toward Agentic Data Science and Analytic

SQL-R1: Training Natural Language to SQL Reasoning Model By Reinforcement Learning

Paper • 2504.08600 • Published Apr 11, 2025 • 33
Think-on-Graph 3.0: Efficient and Adaptive LLM Reasoning on Heterogeneous Graphs via Multi-Agent Dual-Evolving Context Retrieval

Paper • 2509.21710 • Published Sep 26, 2025 • 19
TTRL: Test-Time Reinforcement Learning

Paper • 2504.16084 • Published Apr 22, 2025 • 122
Agent Lightning: Train ANY AI Agents with Reinforcement Learning

Paper • 2508.03680 • Published Aug 5, 2025 • 140

zjunlp/DataMind-Analysis-Qwen2.5-7B

Text Generation • 8B • Updated Aug 12, 2025 • 16 • 2
zjunlp/DataMind-Analysis-Qwen2.5-14B

Text Generation • 15B • Updated Aug 12, 2025 • 13 • 2
Why Do Open-Source LLMs Struggle with Data Analysis? A Systematic Empirical Study

Paper • 2506.19794 • Published Jun 24, 2025 • 8
zjunlp/DataMind-Analysis-SFT-Data

Viewer • Updated Jul 21, 2025 • 2.82k • 19 • 1

PotentialApplication

Let LLMs Break Free from Overthinking via Self-Braking Tuning

Paper • 2505.14604 • Published May 20, 2025 • 23
AGENTIF: Benchmarking Instruction Following of Large Language Models in Agentic Scenarios

Paper • 2505.16944 • Published May 22, 2025 • 8
Training Step-Level Reasoning Verifiers with Formal Verification Tools

Paper • 2505.15960 • Published May 21, 2025 • 7
The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning

Paper • 2505.15134 • Published May 21, 2025 • 7

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