Xin Liu

Intention Knowledge Graph Construction for User Intention Relation Modeling EACL 2026 Can Language Models Follow Multiple Turns of Entangled Instructions? EMNLP 2025 Discriminative Finetuning of Generative Large Language Models without Reward Models and Human Preference Data ICML 2025 DrAgent: Empowering Large Language Models as Medical Agents for Multi-hop Medical Reasoning EMNLP 2025 EcomScriptBench: A Multi-task Benchmark for E-commerce Script Planning via Step-wise Intention-Driven Product Association ACL 2025 Hephaestus: Improving Fundamental Agent Capabilities of Large Language Models through Continual Pre-Training NAACL 2025 IHEval: Evaluating Language Models on Following the Instruction Hierarchy NAACL 2025 InteGround: On the Evaluation of Verification and Retrieval Planning in Integrative Grounding EMNLP 2025 On the Role of Entity and Event Level Conceptualization in Generalizable Reasoning: A Survey of Tasks, Methods, Applications, and Future Directions EMNLP 2025 Probing and Boosting Large Language Models Capabilities via Attention Heads EMNLP 2025 UniConv: Unifying Retrieval and Response Generation for Large Language Models in Conversations ACL 2025 Unsupervised Zero-Shot Reinforcement Learning via Dual-Value Forward-Backward Representation ICLR 2025 Whether LLMs Know If They Know: Identifying Knowledge Boundaries via Debiased Historical In-Context Learning ACL 2025 A Lifelong Multilingual Multi-granularity Semantic Alignment Approach via Maximum Co-occurrence Probability COLING 2024 AbsInstruct: Eliciting Abstraction Ability from LLMs through Explanation Tuning with Plausibility Estimation ACL 2024 AbsPyramid: Benchmarking the Abstraction Ability of Language Models with a Unified Entailment Graph NAACL 2024 Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis Generation ACL 2024 CANDLE: Iterative Conceptualization and Instantiation Distillation from Large Language Models for Commonsense Reasoning ACL 2024 EventGround: Narrative Reasoning by Grounding to Eventuality-centric Knowledge Graphs COLING 2024 Exploring the Potential of ChatGPT on Sentence Level Relations: A Focus on Temporal, Causal, and Discourse Relations EACL 2024 IntentionQA: A Benchmark for Evaluating Purchase Intention Comprehension Abilities of Language Models in E-commerce EMNLP 2024 MIND: Multimodal Shopping Intention Distillation from Large Vision-language Models for E-commerce Purchase Understanding EMNLP 2024 NegotiationToM: A Benchmark for Stress-testing Machine Theory of Mind on Negotiation Surrounding EMNLP 2024 PrivLM-Bench: A Multi-level Privacy Evaluation Benchmark for Language Models ACL 2024 Scale-VAE: Preventing Posterior Collapse in Variational Autoencoder COLING 2024 Shopping MMLU: A Massive Multi-Task Online Shopping Benchmark for Large Language Models NeurIPS 2024 TAeKD: Teacher Assistant Enhanced Knowledge Distillation for Closed-Source Multilingual Neural Machine Translation COLING 2024 URG: A Unified Ranking and Generation Method for Ensembling Language Models ACL 2024 CAR: Conceptualization-Augmented Reasoner for Zero-Shot Commonsense Question Answering EMNLP 2023 Complex Query Answering on Eventuality Knowledge Graph with Implicit Logical Constraints NeurIPS 2023 DSP: Discriminative Soft Prompts for Zero-Shot Entity and Relation Extraction ACL 2023 DiscoPrompt: Path Prediction Prompt Tuning for Implicit Discourse Relation Recognition ACL 2023 Enhancing User Intent Capture in Session-Based Recommendation with Attribute Patterns NeurIPS 2023 FolkScope: Intention Knowledge Graph Construction for E-commerce Commonsense Discovery ACL 2023 Gold: A Global and Local-aware Denoising Framework for Commonsense Knowledge Graph Noise Detection EMNLP 2023 Open Visual Knowledge Extraction via Relation-Oriented Multimodality Model Prompting NeurIPS 2023 QADYNAMICS: Training Dynamics-Driven Synthetic QA Diagnostic for Zero-Shot Commonsense Question Answering EMNLP 2023 Self-Consistent Narrative Prompts on Abductive Natural Language Inference IJCNLP 2023 Boosting Graph Structure Learning with Dummy Nodes ICML 2022 Complex Hyperbolic Knowledge Graph Embeddings with Fast Fourier Transform EMNLP 2022 Diaformer: Automatic Diagnosis via Symptoms Sequence Generation AAAI 2022 Graph Convolutional Networks with Dual Message Passing for Subgraph Isomorphism Counting and Matching AAAI 2022 Exploring Discourse Structures for Argument Impact Classification ACL 2021 Leveraging Capsule Routing to Associate Knowledge with Medical Literature Hierarchically EMNLP 2021 Multi-hop Graph Convolutional Network with High-order Chebyshev Approximation for Text Reasoning ACL 2021 MedWriter: Knowledge-Aware Medical Text Generation COLING 2020 On the Importance of Word and Sentence Representation Learning in Implicit Discourse Relation Classification IJCAI 2020 A Variational Approach to Weakly Supervised Document-Level Multi-Aspect Sentiment Classification NAACL 2019 Relation Discovery with Out-of-Relation Knowledge Base as Supervision NAACL 2019 Biased Random Walk based Social Regularization for Word Embeddings IJCAI 2018 LCQMC:A Large-scale Chinese Question Matching Corpus COLING 2018 The BQ Corpus: A Large-scale Domain-specific Chinese Corpus For Sentence Semantic Equivalence Identification EMNLP 2018