Research
A paper is listed when one of its authors is affiliated with the lab. Data: OpenAlex.
Speculative Refinement: A Hybrid Autoregressive Diffusion Decoding Strategy and Its Behavior Across BenchmarksMicrosoft · Workshop on Generation, Evaluation and Metrics (GEM)Jan 1More Yap Less Meaning: Uncovering Self-Improvement Behavior in SLMsNVIDIA · Workshop on Generation, Evaluation and Metrics (GEM)Jan 1PEAR: Pairwise Evaluation for Automatic Relative Scoring in Machine TranslationMicrosoft · Proceedings of the conference - Association for Computational Linguistics. MeetingJan 1FADE: Probing the Limits of VLMs on fine-grained OCRAlphabet · Workshop on Advances in Language and Vision Research (ALVR)Jan 1Question Tells You Where the Answer Is: Intention-aware Long-Context KV Cache CompressioniFlytek · Proceedings of the conference - Association for Computational Linguistics. MeetingJan 1Mind’s Eye: A Benchmark of Visual Abstraction, Transformation and Composition for Multimodal LLMsMicrosoft · Proceedings of the conference - Association for Computational Linguistics. MeetingJan 1LoRE: Enhancing Search Relevance with Progressive Chain-of-Thought and Preference AlignmentAlibaba · Findings of the Association for Computational Linguistics: ACL (Findings of ACL)Jan 1DREAM-S: Speculative Decoding with Searchable Drafting and Target-Aware Refinement for Multimodal GenerationCerebras Systems · Proceedings of the conference - Association for Computational Linguistics. MeetingJan 1Prompt Optimization for Relation Extraction using Reinforcement LearningMeta · Findings of the Association for Computational Linguistics: ACL (Findings of ACL)Jan 1SELECting over Tokens: Curating Pre-training Data at Scale via Token ClassificationAlibaba · Proceedings of the conference - Association for Computational Linguistics. MeetingJan 1ReSQL: Self-Improving Framework for Reasoning-Aware Text-to-SQL Dataset GenerationLG AI Research · Findings of the Association for Computational Linguistics: ACL (Findings of ACL)Jan 1KCVR: Knowledge-Centric Video Reconstruction for Structured Pedagogical Summarization via Dynamic Graph PlanningAlibaba · Proceedings of the conference - Association for Computational Linguistics. MeetingJan 1Reasoning-Aware AIGC Detection via Alignment and ReinforcementMicrosoft · Findings of the Association for Computational Linguistics: ACL (Findings of ACL)Jan 1Simple-VGC: Enhancing Visual Grounding in Multimodal Reasoning via Adaptive Tool CompositionAlibaba · Proceedings of the conference - Association for Computational Linguistics. MeetingJan 1GRAPHIA: Harnessing Social Graph Data to Enhance LLM-Based Social SimulationAlibaba · Proceedings of the conference - Association for Computational Linguistics. MeetingJan 1Waking Up Blind: Cold-Start Optimization of Supervision-Free Agentic Trajectories for Grounded Visual PerceptionMicrosoft · Findings of the Association for Computational Linguistics: ACL (Findings of ACL)Jan 1Learning Video Dynamics with Predictive Differentiable RenderingAlibaba · Lecture notes in computer scienceJan 1Speech Translation and Metrics in 2026: Findings of the IWSLT CampaignGoogle DeepMind · International Conference on Spoken Language Translation (IWSLT)Jan 1Accelerating Prefilling via Decoding-time Contribution SparsityMicrosoft · Findings of the Association for Computational Linguistics: ACL (Findings of ACL)Jan 1Scaling Law for Multimodal Large Language Model Supervised Fine-TuningMeta · Proceedings of the conference - Association for Computational Linguistics. MeetingJan 1GraphMind: LLMs as Dynamic Knowledge Builders for Sequential Decision-MakingGoogle DeepMind · Findings of the Association for Computational Linguistics: ACL (Findings of ACL)Jan 1Apeiron: A Scalable LLM-agentic Framework for Autonomous Full-lifecycle Demand-optimized Application SynthesisMicrosoft · Findings of the Association for Computational Linguistics: ACL (Findings of ACL)Jan 1MemTR: Enhancing Tool-Calling Reliability via Uncertainty-Triggered FFN-Space RetracingAlibaba · Findings of the Association for Computational Linguistics: ACL (Findings of ACL)Jan 1Zipage: Maintain High Request Concurrency for LLM Reasoning through Compressed PagedAttentionMicrosoft · Findings of the Association for Computational Linguistics: ACL (Findings of ACL)Jan 1Graph Reasoning Paradigm: Structured and Symbolic Reasoning with Topology-Aware Reinforcement Learning for Large Language ModelsiFlytek · Proceedings of the conference - Association for Computational Linguistics. MeetingJan 1