Benyou Wang

Cut Your Losses! Learning to Prune Paths Early for Efficient Parallel Reasoning ACL 2026 Human or LLM as Standardized Patients? A Comparative Study in Medical Education ACL 2026 Probing Audio-Visual Reasoning in Multimodal Language Models through the Lens of Audio ACL 2026 S2S-Arena: Evaluating Paralinguistic Instruction Following in Speech-to-Speech Models ACL 2026 Towards Fine-grained Audio Captioning with Multimodal Contextual Fusion ACL 2026 Both Text and Images Leaked! A Systematic Analysis of Data Contamination in Multimodal LLM EMNLP 2025 Can Multimodal LLMs See Materials Clearly? A Multimodal Benchmark on Materials Characterization EMNLP 2025 CoD, Towards an Interpretable Medical Agent using Chain of Diagnosis ACL 2025 DRBO: Mitigating the Bottleneck Effect via Dynamic Reward Balancing in Multi-reward LLM Optimization EMNLP 2025 Efficiently Democratizing Medical LLMs for 50 Languages via a Mixture of Language Family Experts ICLR 2025 Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging ACL 2025 From Word to World: Evaluate and Mitigate Culture Bias in LLMs via Word Association Test EMNLP 2025 Huatuo-26M, a Large-scale Chinese Medical QA Dataset NAACL 2025 Is Your LLM Outdated? A Deep Look at Temporal Generalization NAACL 2025 Less is More: A Simple yet Effective Token Reduction Method for Efficient Multi-modal LLMs COLING 2025 Leveraging Unit Language Guidance to Advance Speech Modeling in Textless Speech-to-Speech Translation ACL 2025 LLMs for Mathematical Modeling: Towards Bridging the Gap between Natural and Mathematical Languages NAACL 2025 LongLLaVA: Scaling Multi-modal LLMs to 1000 Images Efficiently via a Hybrid Architecture EMNLP 2025 MLLM-Bench: Evaluating Multimodal LLMs with Per-sample Criteria NAACL 2025 Model Unlearning via Sparse Autoencoder Subspace Guided Projections EMNLP 2025 Omni-MATH: A Universal Olympiad Level Mathematic Benchmark for Large Language Models ICLR 2025 Periodical Moving Average Accelerates Gradient Accumulation for Post-Training UAI 2025 RAG-Instruct: Boosting LLMs with Diverse Retrieval-Augmented Instructions EMNLP 2025 Second Language (Arabic) Acquisition of LLMs via Progressive Vocabulary Expansion ACL 2025 Smurfs: Multi-Agent System using Context-Efficient DFSDT for Tool Planning NAACL 2025 Soundwave: Less is More for Speech-Text Alignment in LLMs ACL 2025 Towards Medical Complex Reasoning with LLMs through Medical Verifiable Problems ACL 2025 Towards Understanding Fine-Tuning Mechanisms of LLMs via Circuit Analysis ICML 2025 UCFE: A User-Centric Financial Expertise Benchmark for Large Language Models NAACL 2025 UCL-Bench: A Chinese User-Centric Legal Benchmark for Large Language Models NAACL 2025 Unlocking LLMs’ Self-Improvement Capacity with Autonomous Learning for Domain Adaptation ACL 2025 AceGPT, Localizing Large Language Models in Arabic NAACL 2024 Alignment at Pre-training! Towards Native Alignment for Arabic LLMs NeurIPS 2024 CMB: A Comprehensive Medical Benchmark in Chinese NAACL 2024 Exploring the Potential of Dense Information in Multimodal Alignment ACL 2024 FinBen: A Holistic Financial Benchmark for Large Language Models NeurIPS 2024 GMAI-MMBench: A Comprehensive Multimodal Evaluation Benchmark Towards General Medical AI NeurIPS 2024 Humans or LLMs as the Judge? A Study on Judgement Bias EMNLP 2024 MathScale: Scaling Instruction Tuning for Mathematical Reasoning ICML 2024 OVM, Outcome-supervised Value Models for Planning in Mathematical Reasoning NAACL 2024 PlatoLM: Teaching LLMs in Multi-Round Dialogue via a User Simulator ACL 2024 Rethinking the Uniformity Metric in Self-Supervised Learning ICLR 2024 Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale EMNLP 2024 VLFeedback: A Large-Scale AI Feedback Dataset for Large Vision-Language Models Alignment EMNLP 2024 Can Language Models Make Fun? A Case Study in Chinese Comical Crosstalk ACL 2023 CMMA: Benchmarking Multi-Affection Detection in Chinese Multi-Modal Conversations NeurIPS 2023 Effective Open Intent Classification with K-center Contrastive Learning and Adjustable Decision Boundary AAAI 2023 HuatuoGPT, Towards Taming Language Model to Be a Doctor EMNLP 2023 Lifting the Curse of Capacity Gap in Distilling Language Models ACL 2023 Med-UniC: Unifying Cross-Lingual Medical Vision-Language Pre-Training by Diminishing Bias NeurIPS 2023 One Cannot Stand for Everyone! Leveraging Multiple User Simulators to train Task-oriented Dialogue Systems ACL 2023 On the Difference of BERT-style and CLIP-style Text Encoders ACL 2023 Towards Unifying Medical Vision-and-Language Pre-Training via Soft Prompts ICCV 2023 DPTDR: Deep Prompt Tuning for Dense Passage Retrieval COLING 2022 Exploring extreme parameter compression for pre-trained language models ICLR 2022 Hypoformer: Hybrid Decomposition Transformer for Edge-friendly Neural Machine Translation EMNLP 2022 MorphTE: Injecting Morphology in Tensorized Embeddings NeurIPS 2022 On Position Embeddings in BERT ICLR 2021 What Does Your Smile Mean? Jointly Detecting Multi-Modal Sarcasm and Sentiment Using Quantum Probability EMNLP 2021 Word2Fun: Modelling Words as Functions for Diachronic Word Representation NeurIPS 2021 A Multi-task Learning Framework for Opinion Triplet Extraction EMNLP 2020 Encoding word order in complex embeddings ICLR 2020 CNM: An Interpretable Complex-valued Network for Matching NAACL 2019 A Multi-task Learning Approach for Image Captioning IJCAI 2018 PLASTIC: Prioritize Long and Short-term Information in Top-n Recommendation using Adversarial Training IJCAI 2018 Quantum-Inspired Complex Word Embedding ACL 2018