Linfeng Song

68 papers · 2011–2025 · 12 conferences · across top CS/AI conferences

Achievements

🏃 Academic Marathon (14) 🐝 Cross-Pollinator (13) 🌍 Conference Polyglot (12) 🌉 Interdisciplinary Bridge 🗺️ Taxonomy Completionist (15) 🌈 Renaissance Researcher (9) 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🏠 Conference Loyalist (23) 🤝 Dynamic Duo (28) 🏆 Keyword Champion (2) 🏆 Grand Slam 🔬 Deep Specialist (10) 🧬 Topic Evolution ⚡ Prolific Year (9) ❓ The Questioner 🗃️ Keyword Collector (246) 📈 Trend Setter 💎 Century Club (68) 🔥 Unstoppable (13)

Conferences

ACL (23) EMNLP (17) AAAI (6) IJCNLP (6) COLING (3) IJCAI (3) CONLL (2) EACL (2) ICLR (2) NAACL (2) ICML (1) NIPS (1)

Top co-authors

Dong Yu (28) Yue Zhang (21) Lifeng Jin (19) Haitao Mi (17) Jinsong Su (16) Kun Xu (15) Daniel Gildea (11) Ante Wang (9) Zhiguo Wang (8) Baolin Peng (8)

Keywords

abstract meaning representation (10) graph neural network (8) semantic representation (7) dialogue understanding (6) large language model (6) coreference resolution (4) reinforcement learning (4) text classification (4) domain adaptation (4) response generation (4) dialogue system (4) semantic parsing (4) natural language processing (4) dependency parsing (3) unsupervised learning (3) amr parsing (3) language model (3) cross-domain generalization (3) representation learning (3) semantic graph (3)

Papers

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

LiteSearch: Efficient Tree Search with Dynamic Exploration Budget for Math Reasoning AAAI 2025

Do NOT Think That Much for 2+3=? On the Overthinking of Long Reasoning Models ICML 2025

Iterative Nash Policy Optimization: Aligning LLMs with General Preferences via No-Regret Learning ICLR 2025

SR-LLM: Rethinking the Structured Representation in Large Language Model ACL 2025

Response Enhanced Semi-supervised Dialogue Query Generation AAAI 2024

Self-Consistency Boosts Calibration for Math Reasoning EMNLP 2024

Inconsistent dialogue responses and how to recover from them EACL 2024

Toward Self-Improvement of LLMs via Imagination, Searching, and Criticizing NIPS 2024

Self-Alignment for Factuality: Mitigating Hallucinations in LLMs via Self-Evaluation ACL 2024

Improving LLM Generations via Fine-Grained Self-Endorsement ACL 2024

The Trickle-down Impact of Reward Inconsistency on RLHF ICLR 2024

A Knowledge Plug-and-Play Test Bed for Open-domain Dialogue Generation COLING 2024

Mitigating Catastrophic Forgetting in Large Language Models with Self-Synthesized Rehearsal ACL 2024

SafeConv: Explaining and Correcting Conversational Unsafe Behavior ACL 2023

A Survey on Zero Pronoun Translation ACL 2023

Friend-training: Learning from Models of Different but Related Tasks EACL 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

Hierarchical Context Tagging for Utterance Rewriting AAAI 2022

Variational Graph Autoencoding as Cheap Supervision for AMR Coreference Resolution ACL 2022

Learning a Grammar Inducer from Massive Uncurated Instructional Videos EMNLP 2022

Augmenting Multi-Turn Text-to-SQL Datasets with Self-Play EMNLP 2022

Cross-lingual Text-to-SQL Semantic Parsing with Representation Mixup EMNLP 2022

Getting the Most out of Simile Recognition EMNLP 2022

Semantic-based Pre-training for Dialogue Understanding COLING 2022

GuoFeng: A Benchmark for Zero Pronoun Recovery and Translation EMNLP 2022

Cross-domain Generalization for AMR Parsing EMNLP 2022

End-to-End AMR Coreference Resolution ACL 2021

Semantic Representation for Dialogue Modeling ACL 2021

Domain-Adaptive Pretraining Methods for Dialogue Understanding ACL 2021

TexSmart: A System for Enhanced Natural Language Understanding ACL 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

Instance-adaptive training with noise-robust losses against noisy labels EMNLP 2021

A Structure Self-Aware Model for Discourse Parsing on Multi-Party Dialogues IJCAI 2021

End-to-End AMR Coreference Resolution IJCNLP 2021

Semantic Representation for Dialogue Modeling IJCNLP 2021

Domain-Adaptive Pretraining Methods for Dialogue Understanding IJCNLP 2021

TexSmart: A System for Enhanced Natural Language Understanding IJCNLP 2021

JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs IJCNLP 2021

Video-aided Unsupervised Grammar Induction NAACL 2021

Online Back-Parsing for AMR-to-Text Generation EMNLP 2020

ZPR2: Joint Zero Pronoun Recovery and Resolution using Multi-Task Learning and BERT ACL 2020

Neural Simile Recognition with Cyclic Multitask Learning and Local Attention AAAI 2020

Coordinated Reasoning for Cross-Lingual Knowledge Graph Alignment AAAI 2020

Relation Extraction Exploiting Full Dependency Forests AAAI 2020

Structural Information Preserving for Graph-to-Text Generation ACL 2020

Semantic Role Labeling Guided Multi-turn Dialogue ReWriter EMNLP 2020

Neural Collective Entity Linking Based on Recurrent Random Walk Network Learning IJCAI 2019

Graph-based Neural Sentence Ordering IJCAI 2019

Leveraging Dependency Forest for Neural Medical Relation Extraction IJCNLP 2019

Leveraging Dependency Forest for Neural Medical Relation Extraction EMNLP 2019

SemBleu: A Robust Metric for AMR Parsing Evaluation ACL 2019

Multi-Granular Text Encoding for Self-Explaining Categorization ACL 2019

Progressive Self-Supervised Attention Learning for Aspect-Level Sentiment Analysis ACL 2019

Sequence-to-sequence Models for Cache Transition Systems ACL 2018

A Graph-to-Sequence Model for AMR-to-Text Generation ACL 2018

Sentence-State LSTM for Text Representation ACL 2018

N-ary Relation Extraction using Graph-State LSTM EMNLP 2018

Leveraging Context Information for Natural Question Generation NAACL 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