Tianshi ZHENG PRO

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upvoted 2 papers 2 days ago

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment

Paper • 2607.07820 • Published 15 days ago • 86

EvolvingWorld: An Open-Schema Framework for Co-Evolving Role-Play Agents and World Model in Interactive Literary World

Paper • 2607.17250 • Published 4 days ago • 83

upvoted a paper 27 days ago

PatchWorld: Gradient-Free Optimization of Executable World Models

Paper • 2605.30880 • Published May 29 • 12

upvoted 2 papers about 2 months ago

AdaPlanBench: Evaluating Adaptive Planning in Large Language Model Agents under World and User Constraints

Paper • 2606.05622 • Published Jun 4 • 44

SciResearcher: Scaling Deep Research Agents for Frontier Scientific Reasoning

Paper • 2605.01489 • Published May 26 • 1

upvoted 2 papers 2 months ago

MemLens: Benchmarking Multimodal Long-Term Memory in Large Vision-Language Models

Paper • 2605.14906 • Published May 14 • 79

Training Long-Context Vision-Language Models Effectively with Generalization Beyond 128K Context

Paper • 2605.13831 • Published May 13 • 90

upvoted a paper 3 months ago

Evaluation-driven Scaling for Scientific Discovery

Paper • 2604.19341 • Published Apr 21 • 3

upvoted 2 papers 6 months ago

Inference-Time Scaling of Verification: Self-Evolving Deep Research Agents via Test-Time Rubric-Guided Verification

Paper • 2601.15808 • Published Jan 22 • 20

NAACL: Noise-AwAre Verbal Confidence Calibration for LLMs in RAG Systems

Paper • 2601.11004 • Published Jan 16 • 31

liked a dataset 8 months ago

CognitiveKernel/WebAggregatorQA

Updated Oct 17, 2025 • 89 • 4

upvoted a collection 9 months ago

AutoGraph-R1

Collection

Directly Optimizing Knowledge Graph Construction for RAG using Reinforcement Learning • 11 items • Updated Oct 24, 2025 • 2

authored 6 papers 9 months ago

Text-Tuple-Table: Towards Information Integration in Text-to-Table Generation via Global Tuple Extraction

Paper • 2404.14215 • Published Apr 22, 2024

Enhancing Transformers for Generalizable First-Order Logical Entailment

Paper • 2501.00759 • Published Jan 1, 2025

LogiDynamics: Unraveling the Dynamics of Logical Inference in Large Language Model Reasoning

Paper • 2502.11176 • Published Feb 16, 2025

From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery

Paper • 2505.13259 • Published May 19, 2025 • 1

Legal Rule Induction: Towards Generalizable Principle Discovery from Analogous Judicial Precedents

Paper • 2505.14104 • Published May 20, 2025

NewtonBench: Benchmarking Generalizable Scientific Law Discovery in LLM Agents

Paper • 2510.07172 • Published Oct 8, 2025 • 28

upvoted a paper 10 months ago

NewtonBench: Benchmarking Generalizable Scientific Law Discovery in LLM Agents

Paper • 2510.07172 • Published Oct 8, 2025 • 28

upvoted a paper 12 months ago

Cognitive Kernel-Pro: A Framework for Deep Research Agents and Agent Foundation Models Training

Paper • 2508.00414 • Published Aug 1, 2025 • 96