2026年4月6日，第64届国际计算语言学年会（Annual Meeting of the Association for Computational Linguistics，简称ACL）公布ACL 2026的论文录用消息。计算机学院以东北大学为第一单位的45篇论文被ACL 2026录用，其中23篇论文被ACL主会录用，22篇被Findings of ACL录用。
ACL是计算语言学和自然语言处理领域的国际排名第一的顶级学术会议，由国际计算语言学协会组织，每年召开一次，在中国计算机学会（CCF）推荐会议列表中被列为A类会议，将于2026年7月2日至7月7日在美国加利福尼亚州圣地亚哥举办。
上述研究成果的取得标志着东北大学计算机科学与工程学院在自然语言处理和人工智能领域取得了重要进展，有效提升了学院在相关领域的学术影响力和贡献度。
ACL主会录用论文：
1.论文题目：Empirical Analysis of Decoding Biases in Masked Diffusion Models
作者列表：黄鹏程，刘天明，刘正皓，闫宇坤，王硕，肖桐，陈祖龙，孙茂松
2.论文题目：Chunks as Arms: Multi-Armed Bandit-Guided Sampling for Long-Context LLM Preference Optimization
作者列表：段少华，黄鹏程，李欣泽，刘正皓，矣晓沅，闫宇坤，王硕，谷峪，于戈，孙茂松
3.论文题目：Long-Chain Reasoning Distillation via Adaptive Prefix Alignment
作者列表：刘正皓，武卓阳，李欣泽，闫宇坤，王硕，陈祖龙，谷峪，于戈，孙茂松
4.论文题目：UNIKIE-BENCH: Benchmarking Large Multimodal Models for Key Information Extraction in Visual Documents
作者列表：季伊凡，徐志鹏，刘正皓，陈祖龙，张骞，杨志博，林俊旸，谷峪，于戈，孙茂松
5.论文题目：Zero-shot Jianzi Recognition as Structured Visual Information Extraction in Open Compositional Symbolic Systems
作者列表：李泽汉，张富，刘志军，程经纬
6.论文题目：ATGL: An Adaptive-Threshold Global Loss for Document-level Relation Extraction
作者列表：许皇明，张富，杨智轩，张璐，程经纬
7.论文题目：DEBAR: Mitigating Contextual Bias in Cross-Document Relation Extraction via Dual-Stream Decoupling
作者列表：杨智轩，张富，许皇明，程经纬
8.论文题目：SAFE-QAQ: End-to-End Slow-Thinking Audio-Text Fraud Detection via Reinforcement Learning
作者列表：王培东，马智铭，戴鑫，刘永康，冯时，杨晓翠，胡文兴，王志豪，潘明俊，袁粒，王大玲
9.论文题目：CIRAG: Construction-Integration Retrieval and Adaptive Generation for Multi-hop Question Answering
作者列表：魏子力，杨晓翠，王仡麟，王梓汉，包伟栋，冯时，王大玲，张一飞
10.论文题目：Cat-MoD: Accelerating Multimodal Alignment via Caption Token Guided Asymmetric Mixture-of-Depths
作者列表：黄奕杰，杨晓翠，冯时，张雯，宋凯嵩，张一飞，王大玲
11.论文题目：ES4R: Speech Encoding Based on Prepositive Affective Modeling for Empathetic Response Generation
作者列表：高卓越，王晓辉，杨晓翠，张雯，王大玲，冯时，张一飞
12.论文题目：GenPT: Beyond Self-Report for Reliable LLM Psychometrics via Generative Projective Testing
作者列表：王明，吴爽，王碧璇，林璐，陈雨欣，杨晓翠，王大玲，冯时，张一飞，孙语璠
13.论文题目：Nature-Inspired Population-Based Evolution of Large Language Models
作者列表：张逸群，叶鹏，杨晓翠，冯时，张舒飞，白磊，欧阳万里，胡舒悦
14.论文题目：MTRouter: Cost-Aware Multi-Turn LLM Routing with History–Model Joint Embeddings
作者列表：张逸群，李昊，王梓汉，冯时，杨晓翠，王大玲，张铂，白磊，胡舒悦
15.论文题目：Why Do More Experts Fail? A Theoretical Analysis of Model Merging
作者列表：王紫静，徐兴乐，刘永康，张逸群，林佩勤，冯时，王大玲，杨晓翠，Hinrich Schütze
16.论文题目：Look Within or Beyond? A Theoretical Comparison Between Parameter-Efficient and Full Fine-Tuning
作者列表：刘永康，徐兴乐，聂耳聪，王紫静，冯时，王大玲，李倩，Hinrich Schütze
17.论文题目: On the Emotion Understanding of Synthesized Speech
作者列表：葛源，赵海树，郝奥恺，张俊翔，李北，刘晓倩，王成龙，王建金，周炳森，刘冰昱，朱靖波，余正涛，肖桐
18.论文题目：LANG: Reinforcement Learning for Multilingual Reasoning with Language-Adaptive Hint Guidance
作者列表：范瑀纯，李北，李沛光，王仡麟，穆永誉，杨俭，陈鑫，翁荣祥，王金刚，蔡勋梁，朱靖波，肖桐
19.论文题目：CoMeT: Collaborative Memory Transformer for Efficient Long Context Modeling
作者列表：赵润松，刘石磊，汤济玮，刘朗鸣，陈海斌，张炜栋，袁愈锦，肖桐，朱靖波，苏文博，郑波
20.论文题目： LMT: Toward Inclusive and Scalable Multilingual Machine Translation with LLMs
作者列表：罗应峰，许子强，欧阳宇轩，杨木润，林丁洋，常开妍，郑童，李北，冯佩楠，杜权，肖桐，朱靖波
21.论文题目：MTR-Suite: A Framework for Evaluating and Synthesizing Conversational Retrieval Benchmarks
作者列表：阮俊豪，阿布都克玉木·阿布都拉，李北，尹永竞，刘新宇，焦可辰，陈鑫，王金刚，蔡勋良，朱靖波，肖桐
22.论文题目：Joint Knowledge Base Completion and Question Answering by Combining Large Language Models and Small Language Models
作者列表：刘仡男，林东迎，罗泗港，杨晓春，王斌
23.论文题目：Towards Efficient and Effective Diffusion Language Model Inference via Semantic-Aware Adaptive Denoising
作者列表：李帆，谷峪，王志刚，冷芳玲，刘正皓，于戈
Findings of ACL录用论文：
1.论文题目：Revealing the Attention Floating Mechanism in Masked Diffusion Models
作者列表：戴鑫，黄鹏程，刘正皓，王硕，闫宇坤，肖朝军，谷峪，于戈，孙茂松
2.论文题目：Mitigating Judgment Preference Bias in Large Language Models through Group-Based Polling
作者列表：刘书良，徐志鹏，刘正皓，闫宇坤，于明鹤，谷峪，陈冲，解惠媛，于戈
3.论文题目：Lang2Act: Fine-Grained Visual Reasoning through Self-Emergent Linguistic Toolchains
作者列表：熊宇奇，彭淳毅，徐志鹏，刘正皓，陈祖龙，闫宇坤，王硕，谷峪，于戈
4.论文题目：MetaMem: Evolving Meta-Memory for Knowledge Utilization through Self-Reflective Symbolic Optimization
作者列表：辛海东，李欣泽，刘正皓，闫宇坤，王硕，杨成，谷峪，于戈，孙茂松
5.论文题目：Enhancing Long-Chain Reasoning Distillation through Error-Aware Self-Reflection
作者列表：武卓阳，李欣泽，刘正皓，闫宇坤，刘知远，于明鹤，杨成，谷峪，于戈，孙茂松
6.论文题目：Resource-Limited Joint Multimodal Sentiment Reasoning and Classification via Chain-of-Thought Enhancement and Distillation
作者列表：上官浩楠，杨晓翠，冯时，王大玲，张一飞，任飞亮，于戈
7.论文题目：DEEPMED: Building a Medical DeepResearch Agent via Multi-hop Med-Search Data and Turn-Controlled Agentic Training & Inference
作者列表：王梓汉，王昊，冯时，杨晓翠，王大玲，张逸群，林景豪，杨海华，季孝忠
8.论文题目：JX4MEI: Multimodal Semantically-Enhanced LLM for Joint Multimodal Emotion-Intent Explanation and Classification
作者列表：黄奕杰，杨晓翠，冯时，王大玲，张一飞，袁宁，贾卓越，张雯
9.论文题目：PlaM: Training-Free Plateau-Guided Model Merging for Better Visual Grounding in MLLMs
作者列表：王紫静，刘永康，王铭阳，聂耳聪，陈德源，赵郑洁，冯时，王大玲，杨晓翠，张一飞，Hinrich Schütze
10.论文题目：MoLAN: A Unified Modality-Aware Noise Dynamic Editing Framework for Multimodal Sentiment Analysis
作者列表：徐兴乐，刘永康，蔡德娴，冯时，杨晓翠，王大玲，张一飞
11.论文题目：NEAT: Neuron-Based Early Exit for Large Reasoning Models
作者列表：刘康，刘永康，杨晓翠，王培东，张雯，冯时，张一飞，王大玲
12.论文题目：RATION: Entropy-Driven Task-Adaptive Visual Attention Allocation Framework for Multimodal Reasoning
作者列表：徐兴乐，孔繁恒，蔡德娴，冯时，杨晓翠，王大玲，张一飞
13.论文题目：DR-HM: Distill-then-Reinforce Training with Cognition-Aware Data Synthesis for Harmful Meme Detection
作者列表：程子函，马健翔，杨晓翠，王培东，张雯，冯时，王大玲，张一飞，张铭夫
14.论文题目：SERM: Self-Evolving Relevance Model with Agent-Driven Learning from Massive Query Streams
作者列表：王成龙，李灿佳，朱星照，霍逸夫，王荟羽，林玮雄，杨芸，何乔治，刘胜，常晓佳，朱靖波，肖桐
15.论文题目：Bypassing Neural Evaluations for Fast Audio Editing via Adaptive Trajectory Extrapolation
作者列表：刘晓倩，葛政锟，王建金，张淏然，葛源，常开妍，许晨，肖桐，余正涛，张林峰，朱靖波
16.论文题目：SPS: Steering Probability Squeezing for Better Exploration in Reinforcement Learning for Large Language Models
作者列表：霍逸夫，王成龙，朱梓铭，邢顺杰，冯佩楠，刘彤冉，何荞至，周天华，常晓佳，朱靖波，余正涛，肖桐
17.论文题目：BIASEDTALES-ML: A Multilingual Dataset for Analyzing Narrative Attribute Distributions in LLM-Generated Stories
作者列表：欧阳宇轩，罗应峰，朱靖波，肖桐
18.论文题目：HqeKV: Towards Hybrid Quantization and Eviction for KV Cache in Long-Context LLM Inference
作者列表：王赫，谷峪，李芳芳，王志刚，刘正皓，王宁，李晓华，于戈
19.论文题目：RSPO: Reward-Driven Selective Penalization for Preference Alignment Optimization
作者列表：周林峰，张富，许世越，程经纬
20.论文题目：Not All Modalities at Once: Dynamic Dropout and Bidirectional Fusion for Robust Multi-modal Knowledge Graph Completion
作者列表：彭家顺，张富，陈宏栉，程经纬，宁英松，王小可
21.论文题目：Critic Rule Induction: Improving Temporal Knowledge Graph Forecasting with Generator-Critic Language Models
作者列表：宁英松，张富，程经纬，彭家顺，王小可
22.论文题目：From Local Perspective to Global Reasoning: A Neuro-Symbolic Framework for Zero-Shot Relation Extraction
作者列表：吕锴伦，张富，李泽汉，程经纬