Jiaheng Liu

Tricks or Traps? A Deep Dive into RL for LLM Reasoning

ScaleLong: A Multi-Timescale Benchmark for Long Video Understanding

IV-Bench: A Benchmark for Image-Grounded Video Perception and Reasoning in Multimodal LLMs

IF-VidCap: Can Video Caption Models Follow Instructions?

YuE: Scaling Open Foundation Models for Long-Form Music Generation

Flash-Searcher: Fast and Effective Web Agents via DAG-Based Parallel Execution

ArtifactsBench: Bridging the Visual-Interactive Gap in LLM Code Generation Evaluation

VideoSearch Reasoner: Boosting Multimodal Reward Models through Think with Image Reasoning

TaskCraft: Automated Generation of Agentic Tasks

Inverse IFEval: Can LLMs Unlearn Stubborn Training Conventions to Follow Real Instructions?

DESIGNER: Design-Logic-Guided Multidisciplinary Data Synthesis for LLM Reasoning

Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL

SafeDialBench: A Fine-Grained Safety Evaluation Benchmark for Large Language Models in Multi-Turn Dialogues with Diverse Jailbreak Attacks

ACADREASON: Exploring the Limits of Reasoning Models with Academic Research Problems

HiPO: Hybrid Policy Optimization for Dynamic Reasoning in LLMs

OmniVideoBench: Towards Audio-Visual Understanding Evaluation for Omni MLLMs

MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents

Reconstructing KV Caches with Cross-Layer Fusion for Enhanced Transformers

SPEAR: Structured Pruning for Spiking Neural Networks via Synaptic Operation Estimation and Reinforcement Learning

Beyond Safe Answers: A Benchmark for Evaluating True Risk Awareness in Large Reasoning Models

Agent KB: Leveraging Cross-Domain Experience for Agentic Problem Solving

MT-Video-Bench: A Holistic Video Understanding Benchmark for Evaluating Multimodal LLMs in Multi-Turn Dialogues

LVCap-Eval: Towards Holistic Long Video Caption Evaluation for Multimodal LLMs

USB: A Comprehensive and Unified Safety Evaluation Benchmark for Multimodal Large Language Models

DGPO: Mitigating Likelihood Displacement with Bidirectional KL Divergence Gap

KORGym: A Dynamic Game Platform for LLM Reasoning Evaluation

Flow-GRPO: Training Flow Matching Models via Online RL

KOR-Bench: Benchmarking Language Models on Knowledge-Orthogonal Reasoning Tasks

McEval: Massively Multilingual Code Evaluation

MuPT: A Generative Symbolic Music Pretrained Transformer

Towards Visualization-of-Thought Jailbreak Attack against Large Visual Language Models

LIME: LESS IS MORE FOR MLLM EVALUATION

MTU-Bench: A Multi-granularity Tool-Use Benchmark for Large Language Models

OmniBench: Towards The Future of Universal Omni-Language Models

M2rc-Eval: Massively Multilingual Repository-level Code Completion Evaluation

MIO: A Foundation Model on Multimodal Tokens

AutoKaggle: A Multi-Agent Framework for Autonomous Data Science Competitions

HelloBench: Evaluating Long Text Generation Capabilities of Large Language Models

ING-VP: MLLMs Cannot Play Easy Vision-based Games Yet

CodeChain: An Open, Million-scale Dataset for Code Language Models at the Repository Level

Can MLLMs Understand the Deep Implication Behind Chinese Images?