Chenghua Lin

MMRA: A Benchmark for Evaluating Multi-Granularity and Multi-Image Relational Association Capabilities in Large Visual Language Models EACL 2026 Ara-HOPE: Human-Centric Post-Editing Evaluation for Dialectal Arabic to Modern Standard Arabic Translation EACL 2026 COIG-P: A High-Quality and Large-Scale Chinese Preference Dataset for Alignment with Human Values EACL 2026 LVPruning: An Effective yet Simple Language-Guided Vision Token Pruning Approach for Multi-modal Large Language Models NAACL 2025 CAST: Corpus-Aware Self-similarity Enhanced Topic modelling NAACL 2025 Disentangling Preference Representation and Text Generation for Efficient Individual Preference Alignment COLING 2025 Tougher Text, Smarter Models: Raising the Bar for Adversarial Defence Benchmarks COLING 2025 From Facts to Insights: A Study on the Generation and Evaluation of Analytical Reports for Deciphering Earnings Calls COLING 2025 Benchmarking for Domain-Specific LLMs: A Case Study on Academia and Beyond EMNLP 2025 Comparing Apples to Oranges: A Dataset & Analysis of LLM Humour Understanding from Traditional Puns to Topical Jokes EMNLP 2025 Drivel-ology: Challenging LLMs with Interpreting Nonsense with Depth EMNLP 2025 Does Acceleration Cause Hidden Instability in Vision Language Models? Uncovering Instance-Level Divergence Through a Large-Scale Empirical Study EMNLP 2025 Seeing isn’t Hearing: Benchmarking Vision Language Models at Interpreting Spectrograms IJCNLP 2025 ContrastScore: Towards Higher Quality, Less Biased, More Efficient Evaluation Metrics with Contrastive Evaluation IJCNLP 2025 Observing Micromotives and Macrobehavior of Large Language Models IJCNLP 2025 MuPT: A Generative Symbolic Music Pretrained Transformer ICLR 2025 Earnings2Insights: Analyst Report Generation for Investment Guidance EMNLP 2025 Crafting Customisable Characters with LLMs: A Persona-Driven Role-Playing Agent Framework EMNLP 2025 COIG-CQIA: Quality is All You Need for Chinese Instruction Fine-tuning NAACL 2025 Observing Micromotives and Macrobehavior of Large Language Models AACL 2025 ContrastScore: Towards Higher Quality, Less Biased, More Efficient Evaluation Metrics with Contrastive Evaluation AACL 2025 Seeing isn’t Hearing: Benchmarking Vision Language Models at Interpreting Spectrograms AACL 2025 Can MLLMs Understand the Deep Implication Behind Chinese Images? ACL 2025 LIME: Less Is More for MLLM Evaluation ACL 2025 Selecting Demonstrations for Many-Shot In-Context Learning via Gradient Matching ACL 2025 Emphasising Structured Information: Integrating Abstract Meaning Representation into LLMs for Enhanced Open-Domain Dialogue Evaluation EMNLP 2025 Overview of the BioLaySumm 2025 Shared Task on Lay Summarization of Biomedical Research Articles and Radiology Reports ACL 2025 DocMMIR: A Framework for Document Multi-modal Information Retrieval EMNLP 2025 Lightweight Contenders: Navigating Semi-Supervised Text Mining through Peer Collaboration and Self Transcendence NAACL 2025 MMTE: Corpus and Metrics for Evaluating Machine Translation Quality of Metaphorical Language EMNLP 2024 LatestEval: Addressing Data Contamination in Language Model Evaluation through Dynamic and Time-Sensitive Test Construction AAAI 2024 ATLAS: Improving Lay Summarisation with Attribute-based Control ACL 2024 ChatMusician: Understanding and Generating Music Intrinsically with LLM ACL 2024 CIF-Bench: A Chinese Instruction-Following Benchmark for Evaluating the Generalizability of Large Language Models ACL 2024 SciMMIR: Benchmarking Scientific Multi-modal Information Retrieval ACL 2024 LLMs as Narcissistic Evaluators: When Ego Inflates Evaluation Scores ACL 2024 SLIDE: A Framework Integrating Small and Large Language Models for Open-Domain Dialogues Evaluation ACL 2024 Overview of the BioLaySumm 2024 Shared Task on the Lay Summarization of Biomedical Research Articles ACL 2024 CMDAG: A Chinese Metaphor Dataset with Annotated Grounds as CoT for Boosting Metaphor Generation COLING 2024 Effective Distillation of Table-based Reasoning Ability from LLMs COLING 2024 ReproHum #0087-01: Human Evaluation Reproduction Report for Generating Fact Checking Explanations COLING 2024 With Ears to See and Eyes to Hear: Sound Symbolism Experiments with Multimodal Large Language Models EMNLP 2024 Leveraging Estimated Transferability Over Human Intuition for Model Selection in Text Ranking EMNLP 2024 An Open-Source Data Contamination Report for Large Language Models EMNLP 2024 On the Rigour of Scientific Writing: Criteria, Analysis, and Insights EMNLP 2024 Increasing the Difficulty of Automatically Generated Questions via Reinforcement Learning with Synthetic Preference for Cost-Effective Cultural Heritage Dataset Generation EMNLP 2024 MERT: Acoustic Music Understanding Model with Large-Scale Self-supervised Training ICLR 2024 Enhancing Dialogue Generation via Dynamic Graph Knowledge Aggregation ACL 2023 Metaphor Detection via Explicit Basic Meanings Modelling ACL 2023 LATENTLOGIC: Learning Logic Rules in Latent Space over Knowledge Graphs EMNLP 2023 MARBLE: Music Audio Representation Benchmark for Universal Evaluation NIPS 2023 Overview of the BioLaySumm 2023 Shared Task on Lay Summarization of Biomedical Research Articles ACL 2023 TwistList: Resources and Baselines for Tongue Twister Generation ACL 2023 How to Determine the Most Powerful Pre-trained Language Model without Brute Force Fine-tuning? An Empirical Survey EMNLP 2023 The Iron(ic) Melting Pot: Reviewing Human Evaluation in Humour, Irony and Sarcasm Generation EMNLP 2023 Improving Biomedical Abstractive Summarisation with Knowledge Aggregation from Citation Papers EMNLP 2023 Length is a Curse and a Blessing for Document-level Semantics EMNLP 2023 DisCo: Distilled Student Models Co-training for Semi-supervised Text Mining EMNLP 2023 FrameBERT: Conceptual Metaphor Detection with Frame Embedding Learning EACL 2023 Compressing Context to Enhance Inference Efficiency of Large Language Models EMNLP 2023 Enhancing Biomedical Lay Summarisation with External Knowledge Graphs EMNLP 2023 Metaphor Detection with Effective Context Denoising EACL 2023 Evaluating Open-Domain Dialogues in Latent Space with Next Sentence Prediction and Mutual Information ACL 2023 The Secret of Metaphor on Expressing Stronger Emotion EMNLP 2022 Improving Variational Autoencoders with Density Gap-based Regularization NIPS 2022 HERB: Measuring Hierarchical Regional Bias in Pre-trained Language Models AACL 2022 NGEP: A Graph-based Event Planning Framework for Story Generation AACL 2022 Improving Chinese Story Generation via Awareness of Syntactic Dependencies and Semantics AACL 2022 CM-Gen: A Neural Framework for Chinese Metaphor Generation with Explicit Context Modelling COLING 2022 Improving Chinese Story Generation via Awareness of Syntactic Dependencies and Semantics IJCNLP 2022 NGEP: A Graph-based Event Planning Framework for Story Generation IJCNLP 2022 TranSHER: Translating Knowledge Graph Embedding with Hyper-Ellipsoidal Restriction EMNLP 2022 Making Science Simple: Corpora for the Lay Summarisation of Scientific Literature EMNLP 2022 EtriCA: Event-Triggered Context-Aware Story Generation Augmented by Cross Attention EMNLP 2022 Guiding the Growth: Difficulty-Controllable Question Generation through Step-by-Step Rewriting IJCNLP 2021 Summarising Historical Text in Modern Languages EACL 2021 Guiding the Growth: Difficulty-Controllable Question Generation through Step-by-Step Rewriting ACL 2021 Fast and Scalable Dialogue State Tracking with Explicit Modular Decomposition NAACL 2021 Highly Efficient Knowledge Graph Embedding Learning with Orthogonal Procrustes Analysis NAACL 2021 Cross-Lingual Word Embedding Refinement by ℓ1 Norm Optimisation NAACL 2021 Latent Space Factorisation and Manipulation via Matrix Subspace Projection ICML 2020 DGST: a Dual-Generator Network for Text Style Transfer EMNLP 2020 Improving Variational Autoencoder for Text Modelling with Timestep-Wise Regularisation COLING 2020 A Dual-Attention Hierarchical Recurrent Neural Network for Dialogue Act Classification CONLL 2019 End-to-End Sequential Metaphor Identification Inspired by Linguistic Theories ACL 2019 ABDN at SemEval-2018 Task 10: Recognising Discriminative Attributes using Context Embeddings and WordNet SEMEVAL 2018 Word Embedding and WordNet Based Metaphor Identification and Interpretation ACL 2018 Extracting and Understanding Contrastive Opinion through Topic Relevant Sentences IJCNLP 2017 Automatically Extracting Polarity-Bearing Topics for Cross-Domain Sentiment Classification ACL 2011 Sentence Subjectivity Detection with Weakly-Supervised Learning IJCNLP 2011 A Comparative Study of Bayesian Models for Unsupervised Sentiment Detection CONLL 2010