Tianyu Liu

Double: Breaking the Acceleration Limit via Double Retrieval Speculative Parallelism ACL 2026 IW-Bench: Evaluating Large Multimodal Models for Converting Image-to-Web ACL 2025 Qwen2.5-xCoder: Multi-Agent Collaboration for Multilingual Code Instruction Tuning ACL 2025 Syntactic and Semantic Control of Large Language Models via Sequential Monte Carlo ICLR 2025 TorchTitan: One-stop PyTorch native solution for production ready LLM pretraining ICLR 2025 Exploiting Edited Large Language Models as General Scientific Optimizers NAACL 2025 MMEvalPro: Calibrating Multimodal Benchmarks Towards Trustworthy and Efficient Evaluation NAACL 2025 Pointwise Mutual Information as a Performance Gauge for Retrieval-Augmented Generation NAACL 2025 VL-RewardBench: A Challenging Benchmark for Vision-Language Generative Reward Models CVPR 2025 LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language Feedback ACL 2025 Language Models over Canonical Byte-Pair Encodings ICML 2025 Slimming the Fat-Tail: Morphing-Flow for Adaptive Time Series Modeling ICML 2025 Scalable Generation of Spatial Transcriptomics from Histology Images via Whole-Slide Flow Matching ICML 2025 A Spark of Vision-Language Intelligence: 2-Dimensional Autoregressive Transformer for Efficient Finegrained Image Generation ICLR 2025 PEARL: Parallel Speculative Decoding with Adaptive Draft Length ICLR 2025 Omni-MATH: A Universal Olympiad Level Mathematic Benchmark for Large Language Models ICLR 2025 Well Begun is Half Done: Low-resource Preference Alignment by Weak-to-Strong Decoding ACL 2025 Towards A Better Initial Policy Model For Scalable Long-CoT Reinforcement Learning ACL 2025 CodeV: Issue Resolving with Visual Data ACL 2025 A Two-Stage LLM System for Enhanced Regulatory Information Retrieval and Answer Generation COLING 2025 Can Large Language Models Always Solve Easy Problems if They Can Solve Harder Ones? EMNLP 2024 DialogVCS: Robust Natural Language Understanding in Dialogue System Upgrade NAACL 2024 A benchmark for prediction of transcriptomic responses to chemical perturbations across cell types NIPS 2024 Large Language Models are not Fair Evaluators ACL 2024 PCA-Bench: Evaluating Multimodal Large Language Models in Perception-Cognition-Action Chain ACL 2024 Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding ACL 2024 A Fast and High-quality Text-to-Speech Method with Compressed Auxiliary Corpus and Limited Target Speaker Corpus COLING 2024 Semi-supervised Knowledge Transfer Across Multi-omic Single-cell Data NIPS 2024 Rectify the Regression Bias in Long-Tailed Object Detection ECCV 2024 An Image is Worth 1/2 Tokens After Layer 2: Plug-and-Play Inference Acceleration for Large Vision-Language Models ECCV 2024 Efficiently Computing Susceptibility to Context in Language Models EMNLP 2024 Geneverse: A Collection of Open-source Multimodal Large Language Models for Genomic and Proteomic Research EMNLP 2024 Taking a Deep Breath: Enhancing Language Modeling of Large Language Models with Sentinel Tokens EMNLP 2024 A Probability–Quality Trade-off in Aligned Language Models and its Relation to Sampling Adaptors EMNLP 2024 Bi-Drop: Enhancing Fine-tuning Generalization via Synchronous sub-net Estimation and Optimization EMNLP 2023 Enhancing Continual Relation Extraction via Classifier Decomposition ACL 2023 InfoCL: Alleviating Catastrophic Forgetting in Continual Text Classification from An Information Theoretic Perspective EMNLP 2023 DialogQAE: N-to-N Question Answer Pair Extraction from Customer Service Chatlog EMNLP 2023 INT2: Interactive Trajectory Prediction at Intersections ICCV 2023 Hexatagging: Projective Dependency Parsing as Tagging ACL 2023 Discourse-Centric Evaluation of Document-level Machine Translation with a New Densely Annotated Parallel Corpus of Novels ACL 2023 Denoising Bottleneck with Mutual Information Maximization for Video Multimodal Fusion ACL 2023 MuSe-GNN: Learning Unified Gene Representation From Multimodal Biological Graph Data NIPS 2023 Learning Rule-Induced Subgraph Representations for Inductive Relation Prediction NIPS 2023 Linear-Time Modeling of Linguistic Structure: An Order-Theoretic Perspective EMNLP 2023 ImageNetVC: Zero- and Few-Shot Visual Commonsense Evaluation on 1000 ImageNet Categories EMNLP 2023 Data-Efficient Augmentation for Training Neural Networks NIPS 2022 Friendly Noise against Adversarial Noise: A Powerful Defense against Data Poisoning Attack NIPS 2022 Premise-based Multimodal Reasoning: Conditional Inference on Joint Textual and Visual Clues ACL 2022 A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text Generation ACL 2022 Hierarchical Curriculum Learning for AMR Parsing ACL 2022 Cerberus Transformer: Joint Semantic, Affordance and Attribute Parsing CVPR 2022 HPT: Hierarchy-aware Prompt Tuning for Hierarchical Text Classification EMNLP 2022 Learning Robust Representations for Continual Relation Extraction via Adversarial Class Augmentation EMNLP 2022 Autoregressive Structured Prediction with Language Models EMNLP 2022 DialogUSR: Complex Dialogue Utterance Splitting and Reformulation for Multiple Intent Detection EMNLP 2022 Learning Invariant Representation Improves Robustness for MRC Models EMNLP 2022 Robust Fine-tuning via Perturbation and Interpolation from In-batch Instances IJCAI 2022 BlonDe: An Automatic Evaluation Metric for Document-level Machine Translation NAACL 2022 A Structured Span Selector NAACL 2022 An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling NAACL 2022 A Two-Stream AMR-enhanced Model for Document-level Event Argument Extraction NAACL 2022 ATP: AMRize Then Parse! Enhancing AMR Parsing with PseudoAMRs NAACL 2022 Inductively Representing Out-of-Knowledge-Graph Entities by Optimal Estimation Under Translational Assumptions ACL 2021 Towards Faithfulness in Open Domain Table-to-text Generation from an Entity-centric View AAAI 2021 Leveraging Word-Formation Knowledge for Chinese Word Sense Disambiguation EMNLP 2021 Document-level Event Extraction via Heterogeneous Graph-based Interaction Model with a Tracker IJCNLP 2021 Inductively Representing Out-of-Knowledge-Graph Entities by Optimal Estimation Under Translational Assumptions IJCNLP 2021 Decompose, Fuse and Generate: A Formation-Informed Method for Chinese Definition Generation NAACL 2021 Document-level Event Extraction via Heterogeneous Graph-based Interaction Model with a Tracker ACL 2021 An Anchor-Based Automatic Evaluation Metric for Document Summarization COLING 2020 An Empirical Study on Model-agnostic Debiasing Strategies for Robust Natural Language Inference EMNLP 2020 Discriminatively-Tuned Generative Classifiers for Robust Natural Language Inference EMNLP 2020 An Empirical Study on Model-agnostic Debiasing Strategies for Robust Natural Language Inference CONLL 2020 An Exploration of Arbitrary-Order Sequence Labeling via Energy-Based Inference Networks EMNLP 2020 Enhancing Topic-to-Essay Generation with External Commonsense Knowledge ACL 2019 Learning to Control the Fine-grained Sentiment for Story Ending Generation ACL 2019 Towards Comprehensive Description Generation from Factual Attribute-value Tables ACL 2019 Towards Improving Neural Named Entity Recognition with Gazetteers ACL 2019 MAAM: A Morphology-Aware Alignment Model for Unsupervised Bilingual Lexicon Induction ACL 2019 Playing Card-Based RTS Games with Deep Reinforcement Learning IJCAI 2019 Hierarchical Encoder with Auxiliary Supervision for Neural Table-to-Text Generation: Learning Better Representation for Tables AAAI 2019 Key Fact as Pivot: A Two-Stage Model for Low Resource Table-to-Text Generation ACL 2019 Leveraging Gloss Knowledge in Neural Word Sense Disambiguation by Hierarchical Co-Attention EMNLP 2018 Learning to Explain Ambiguous Headlines of Online News IJCAI 2018 Incorporating Glosses into Neural Word Sense Disambiguation ACL 2018 Phrase-level Self-Attention Networks for Universal Sentence Encoding EMNLP 2018 Affinity-Preserving Random Walk for Multi-Document Summarization EMNLP 2017 A Soft-label Method for Noise-tolerant Distantly Supervised Relation Extraction EMNLP 2017 Encoding Temporal Information for Time-Aware Link Prediction EMNLP 2016 Towards Time-Aware Knowledge Graph Completion COLING 2016