Jiarui Liu

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upvoted a paper 2 months ago

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning

Paper • 2608.05139 • Published Aug 5 • 28

upvoted a paper 3 months ago

PACE: A Proxy for Agentic Capability Evaluation

Paper • 2607.02032 • Published Jul 2 • 19

upvoted 2 papers 4 months ago

Beyond Monolingual Deep Research: Evaluating Agents and Retrievers with Cross-Lingual BrowseComp-Plus

Paper • 2606.15345 • Published Jun 13 • 17

PaperMentor: A Human-Centered Multi-Agent Writing Tutor for AI Research Papers on Overleaf

Paper • 2606.08857 • Published Jun 7 • 4

upvoted a paper 5 months ago

MixSD: Mixed Contextual Self-Distillation for Knowledge Injection

Paper • 2605.16865 • Published May 16 • 10

upvoted 3 papers 6 months ago

Dual-View Training for Instruction-Following Information Retrieval

Paper • 2604.18845 • Published Apr 20 • 13

Code-Switching Information Retrieval: Benchmarks, Analysis, and the Limits of Current Retrievers

Paper • 2604.17632 • Published Apr 19 • 12

Self-Distillation Zero: Self-Revision Turns Binary Rewards into Dense Supervision

Paper • 2604.12002 • Published Apr 13 • 12

upvoted a paper 10 months ago

Can LLMs Estimate Student Struggles? Human-AI Difficulty Alignment with Proficiency Simulation for Item Difficulty Prediction

Paper • 2512.18880 • Published Dec 21, 2025 • 25

upvoted a paper 12 months ago

Agent Data Protocol: Unifying Datasets for Diverse, Effective Fine-tuning of LLM Agents

Paper • 2510.24702 • Published Oct 28, 2025 • 32

upvoted 2 papers about 1 year ago

DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search

Paper • 2509.25454 • Published Sep 29, 2025 • 148

Beyond Log Likelihood: Probability-Based Objectives for Supervised Fine-Tuning across the Model Capability Continuum

Paper • 2510.00526 • Published Oct 1, 2025 • 11

upvoted a paper over 1 year ago

Saffron-1: Towards an Inference Scaling Paradigm for LLM Safety Assurance

Paper • 2506.06444 • Published Jun 6, 2025 • 73

upvoted a paper almost 3 years ago

Can Large Language Models Infer Causation from Correlation?

Paper • 2306.05836 • Published Jun 9, 2023 • 6