Linfeng Song

Crossing the Reward Bridge: Expanding Reinforcement Learning with Verifiable Rewards Across Diverse Domains ACL 2026 EconProver: Towards More Economical Test-Time Scaling for Automated Theorem Proving ACL 2026 Your Reasoning Model is Secretly a Reward Model - Optimization-Free Verification from Experience ACL 2026 Do NOT Think That Much for 2+3=? On the Overthinking of Long Reasoning Models ICML 2025 Don’t Get Lost in the Trees: Streamlining LLM Reasoning by Overcoming Tree Search Exploration Pitfalls ACL 2025 Entropy Guided Extrapolative Decoding to Improve Factuality in Large Language Models COLING 2025 Iterative Nash Policy Optimization: Aligning LLMs with General Preferences via No-Regret Learning ICLR 2025 LiteSearch: Efficient Tree Search with Dynamic Exploration Budget for Math Reasoning AAAI 2025 SR-LLM: Rethinking the Structured Representation in Large Language Model ACL 2025 A Knowledge Plug-and-Play Test Bed for Open-domain Dialogue Generation COLING 2024 Improving LLM Generations via Fine-Grained Self-Endorsement ACL 2024 Inconsistent dialogue responses and how to recover from them EACL 2024 Mitigating Catastrophic Forgetting in Large Language Models with Self-Synthesized Rehearsal ACL 2024 Response Enhanced Semi-supervised Dialogue Query Generation AAAI 2024 Self-Alignment for Factuality: Mitigating Hallucinations in LLMs via Self-Evaluation ACL 2024 Self-Consistency Boosts Calibration for Math Reasoning EMNLP 2024 The Trickle-down Impact of Reward Inconsistency on RLHF ICLR 2024 Toward Self-Improvement of LLMs via Imagination, Searching, and Criticizing NeurIPS 2024 A Survey on Zero Pronoun Translation ACL 2023 Bi-level Finetuning with Task-dependent Similarity Structure for Low-resource Training ACL 2023 Domain Adaptation for Conversational Query Production with the RAG Model Feedback EMNLP 2023 Friend-training: Learning from Models of Different but Related Tasks EACL 2023 SafeConv: Explaining and Correcting Conversational Unsafe Behavior ACL 2023 Augmenting Multi-Turn Text-to-SQL Datasets with Self-Play EMNLP 2022 Cross-domain Generalization for AMR Parsing EMNLP 2022 Cross-lingual Text-to-SQL Semantic Parsing with Representation Mixup EMNLP 2022 Getting the Most out of Simile Recognition EMNLP 2022 GuoFeng: A Benchmark for Zero Pronoun Recovery and Translation EMNLP 2022 Hierarchical Context Tagging for Utterance Rewriting AAAI 2022 Learning a Grammar Inducer from Massive Uncurated Instructional Videos EMNLP 2022 Semantic-based Pre-training for Dialogue Understanding COLING 2022 Variational Graph Autoencoding as Cheap Supervision for AMR Coreference Resolution ACL 2022 A Structure Self-Aware Model for Discourse Parsing on Multi-Party Dialogues IJCAI 2021 Domain-Adaptive Pretraining Methods for Dialogue Understanding ACL 2021 End-to-End AMR Coreference Resolution ACL 2021 Instance-adaptive training with noise-robust losses against noisy labels EMNLP 2021 JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs ACL 2021 RAST: Domain-Robust Dialogue Rewriting as Sequence Tagging EMNLP 2021 Semantic Representation for Dialogue Modeling ACL 2021 TexSmart: A System for Enhanced Natural Language Understanding ACL 2021 Video-aided Unsupervised Grammar Induction NAACL 2021 Coordinated Reasoning for Cross-Lingual Knowledge Graph Alignment AAAI 2020 Neural Simile Recognition with Cyclic Multitask Learning and Local Attention AAAI 2020 Online Back-Parsing for AMR-to-Text Generation EMNLP 2020 Relation Extraction Exploiting Full Dependency Forests AAAI 2020 Semantic Role Labeling Guided Multi-turn Dialogue ReWriter EMNLP 2020 Structural Information Preserving for Graph-to-Text Generation ACL 2020 ZPR2: Joint Zero Pronoun Recovery and Resolution using Multi-Task Learning and BERT ACL 2020 Graph-based Neural Sentence Ordering IJCAI 2019 Leveraging Dependency Forest for Neural Medical Relation Extraction EMNLP 2019 Multi-Granular Text Encoding for Self-Explaining Categorization ACL 2019 Neural Collective Entity Linking Based on Recurrent Random Walk Network Learning IJCAI 2019 Progressive Self-Supervised Attention Learning for Aspect-Level Sentiment Analysis ACL 2019 SemBleu: A Robust Metric for AMR Parsing Evaluation ACL 2019 A Graph-to-Sequence Model for AMR-to-Text Generation ACL 2018 Leveraging Context Information for Natural Question Generation NAACL 2018 N-ary Relation Extraction using Graph-State LSTM EMNLP 2018 Sentence-State LSTM for Text Representation ACL 2018 Sequence-to-sequence Models for Cache Transition Systems ACL 2018 AMR-to-text Generation with Synchronous Node Replacement Grammar ACL 2017 AMR-to-text generation as a Traveling Salesman Problem EMNLP 2016 A Synchronous Hyperedge Replacement Grammar based approach for AMR parsing CoNLL 2015 Syntactic SMT Using a Discriminative Text Generation Model EMNLP 2014 Translation with Source Constituency and Dependency Trees EMNLP 2013 ETS: An Error Tolerable System for Coreference Resolution CoNLL 2011