← Authors

Chenghua Lin

91 papers · 2010–2026 · 13 conferences · across top CS/AI conferences

Achievements

🌍 Conference Polyglot (13) 🐝 Cross-Pollinator (8) πŸ—ΊοΈ Taxonomy Completionist (120) πŸŒ‰ Interdisciplinary Bridge 🧭 Keyword Pioneer 🌈 Renaissance Researcher (10) πŸƒ Academic Marathon (15) 🐣 Hot Topic Early Bird 🏠 Conference Loyalist (20) 🀝 Dynamic Duo (17) πŸ† Grand Slam πŸ‘₯ Mega-Team (32) πŸ”¬ Deep Specialist (18) 🧬 Topic Evolution πŸ† Keyword Champion (2) πŸ—ƒοΈ Keyword Collector (361) ⚑ Prolific Year (18) πŸ”₯ Unstoppable (9) πŸ’Ž Century Club (88) ❓ The Questioner (3)

Conferences

EMNLP (27) ACL (20) COLING (8) IJCNLP (8) NAACL (7) AACL (6) EACL (6) CONLL (2) ICLR (2) NIPS (2) AAAI (1) ICML (1) SEMEVAL (1)

Top co-authors

Frank Guerin (17) Tyler Loakman (15) Ge Zhang (14) Chen Tang (13) Yizhi Li (12) Wenhao Huang (12) Tomas Goldsack (11) Yucheng Li (10) Xingwei Qu (9) Jie Fu (9)

Research topics

Generation (1) Linguistics (1) Digital Humanities (1)

Keywords

large language model (22) text generation (11) biomedical text (6) story generation (5) semantic analysis (5) benchmark evaluation (5) representation learning (4) zero-shot learning (4) vision language model (4) text classification (4) contrastive learning (4) natural language generation (4) human evaluation (4) variational autoencoder (4) pre-trained language model (4) language model (3) knowledge graph (3) text summarization (3) unsupervised learning (3) question generation (3)

Papers

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 β„“1 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