← Authors

Nigel Collier

96 papers · 2000–2025 · 12 conferences · across top CS/AI conferences

Achievements

🌍 Conference Polyglot (12) 🐣 Hot Topic Early Bird πŸ—ΊοΈ Taxonomy Completionist (124) 🌈 Renaissance Researcher (9) πŸŒ‰ Interdisciplinary Bridge 🧭 Keyword Pioneer 🐝 Cross-Pollinator (9) πŸƒ Academic Marathon (25) 🏠 Conference Loyalist (27) 🀝 Dynamic Duo (24) 🌱 Topic Pioneer πŸ”¬ Deep Specialist (16) 🧬 Topic Evolution πŸ† Keyword Champion (2) ❓ The Questioner (7) πŸ“ˆ Trend Setter πŸ—ƒοΈ Keyword Collector (355) πŸ”₯ Unstoppable (12) πŸ’Ž Century Club (95) ⚑ Prolific Year (5) πŸš€ Conference Pioneer

Conferences

EMNLP (30) ACL (27) IJCNLP (8) COLING (6) EACL (6) NAACL (6) AAAI (4) AACL (3) CONLL (2) NIPS (2) ICML (1) SEMEVAL (1)

Top co-authors

Fangyu Liu (24) Mohammad Taher Pilehvar (18) Yixuan Su (17) Ehsan Shareghi (16) Anna Korhonen (12) Zaiqiao Meng (12) Ivan Vulić (11) Caiqi Zhang (8) Yinhong Liu (7) Costanza Conforti (7)

Keywords

large language model (16) text generation (8) contrastive learning (8) representation learning (8) named entity recognition (7) word embedding (7) stance detection (7) knowledge graph (7) transfer learning (5) uncertainty quantification (4) pretrained language model (4) long-form generation (4) cross-lingual transfer (4) self-supervised learning (4) zero-shot learning (4) entity linking (4) text classification (4) unsupervised learning (3) multimodal learning (3) attention mechanism (3)

Papers

500xCompressor: Generalized Prompt Compression for Large Language Models ACL 2025
ReasonGraph: Visualization of Reasoning Methods and Extended Inference Paths ACL 2025
The Power of Simplicity in LLM-Based Event Forecasting ACL 2025
Atomic Calibration of LLMs in Long-Form Generations AACL 2025
Atomic Calibration of LLMs in Long-Form Generations IJCNLP 2025
Aligning with Logic: Measuring, Evaluating and Improving Logical Preference Consistency in Large Language Models ICML 2025
When Personalization Meets Reality: A Multi-Faceted Analysis of Personalized Preference Learning EMNLP 2025
Time to Revisit Exact Match EMNLP 2025
All Roads Lead to Rome: Graph-Based Confidence Estimation for Large Language Model Reasoning EMNLP 2025
UNCLE: Benchmarking Uncertainty Expressions in Long-Form Generation EMNLP 2025
Prompt Compression for Large Language Models: A Survey NAACL 2025
Conformity in Large Language Models ACL 2025
LoGU: Long-form Generation with Uncertainty Expressions ACL 2025
iNews: A Multimodal Dataset for Modeling Personalized Affective Responses to News ACL 2025
PiVe: Prompting with Iterative Verification Improving Graph-based Generative Capability of LLMs ACL 2024
Can We Instruct LLMs to Compensate for Position Bias? EMNLP 2024
Can LLM be a Personalized Judge? EMNLP 2024
LUQ: Long-text Uncertainty Quantification for LLMs EMNLP 2024
TopViewRS: Vision-Language Models as Top-View Spatial Reasoners EMNLP 2024
TOAD: Task-Oriented Automatic Dialogs with Diverse Response Styles ACL 2024
Fairer Preferences Elicit Improved Human-Aligned Large Language Model Judgments EMNLP 2024
BAND: Biomedical Alert News Dataset AAAI 2024
Unlocking Structure Measuring: Introducing PDD, an Automatic Metric for Positional Discourse Coherence NAACL 2024
Quantifying the Persona Effect in LLM Simulations ACL 2024
Probing Cross-Lingual Lexical Knowledge from Multilingual Sentence Encoders EACL 2023
DePlot: One-shot visual language reasoning by plot-to-table translation ACL 2023
COFFEE: A Contrastive Oracle-Free Framework for Event Extraction ACL 2023
Repetition In Repetition Out: Towards Understanding Neural Text Degeneration from the Data Perspective NIPS 2023
On the Effectiveness of Parameter-Efficient Fine-Tuning AAAI 2023
MatCha: Enhancing Visual Language Pretraining with Math Reasoning and Chart Derendering ACL 2023
POSQA: Probe the World Models of LLMs with Size Comparisons EMNLP 2023
Biomedical Named Entity Recognition via Dictionary-based Synonym Generalization EMNLP 2023
A Contrastive Framework for Neural Text Generation NIPS 2022
Do ever larger octopi still amplify reporting biases? Evidence from judgments of typical colour AACL 2022
How to tackle an emerging topic? Combining strong and weak labels for Covid news NER AACL 2022
Incorporating Stock Market Signals for Twitter Stance Detection ACL 2022
Improving Word Translation via Two-Stage Contrastive Learning ACL 2022
Rewire-then-Probe: A Contrastive Recipe for Probing Biomedical Knowledge of Pre-trained Language Models ACL 2022
Prix-LM: Pretraining for Multilingual Knowledge Base Construction ACL 2022
Plug-and-Play Recipe Generation with Content Planning EMNLP 2022
Do ever larger octopi still amplify reporting biases? Evidence from judgments of typical colour IJCNLP 2022
How to tackle an emerging topic? Combining strong and weak labels for Covid news NER IJCNLP 2022
TaCL: Improving BERT Pre-training with Token-aware Contrastive Learning NAACL 2022
Few-Shot Table-to-Text Generation with Prototype Memory EMNLP 2021
MirrorWiC: On Eliciting Word-in-Context Representations from Pretrained Language Models EMNLP 2021
Integrating Transformers and Knowledge Graphs for Twitter Stance Detection EMNLP 2021
Adversarial Training for News Stance Detection: Leveraging Signals from a Multi-Genre Corpus. EACL 2021
Synthetic Examples Improve Cross-Target Generalization: A Study on Stance Detection on a Twitter corpus. EACL 2021
Self-Alignment Pretraining for Biomedical Entity Representations NAACL 2021
Visual Pivoting for (Unsupervised) Entity Alignment AAAI 2021
Learning Sparse Sentence Encoding without Supervision: An Exploration of Sparsity in Variational Autoencoders IJCNLP 2021
Keep the Primary, Rewrite the Secondary: A Two-Stage Approach for Paraphrase Generation IJCNLP 2021
Learning Domain-Specialised Representations for Cross-Lingual Biomedical Entity Linking IJCNLP 2021
Dialogue Response Selection with Hierarchical Curriculum Learning IJCNLP 2021
Dialogue Response Selection with Hierarchical Curriculum Learning ACL 2021
Learning Domain-Specialised Representations for Cross-Lingual Biomedical Entity Linking ACL 2021
Keep the Primary, Rewrite the Secondary: A Two-Stage Approach for Paraphrase Generation ACL 2021
Learning Sparse Sentence Encoding without Supervision: An Exploration of Sparsity in Variational Autoencoders ACL 2021
MirrorWiC: On Eliciting Word-in-Context Representations from Pretrained Language Models CONLL 2021
Non-Autoregressive Text Generation with Pre-trained Language Models EACL 2021
Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence Encoders EMNLP 2021
Mixture-of-Partitions: Infusing Large Biomedical Knowledge Graphs into BERT EMNLP 2021
Visually Grounded Reasoning across Languages and Cultures EMNLP 2021
Plan-then-Generate: Controlled Data-to-Text Generation via Planning EMNLP 2021
Will-They-Won’t-They: A Very Large Dataset for Stance Detection on Twitter ACL 2020
COMETA: A Corpus for Medical Entity Linking in the Social Media EMNLP 2020
STANDER: An Expert-Annotated Dataset for News Stance Detection and Evidence Retrieval EMNLP 2020
Unseen Word Representation by Aligning Heterogeneous Lexical Semantic Spaces AAAI 2019
A Richer-but-Smarter Shortest Dependency Path with Attentive Augmentation for Relation Extraction NAACL 2019
Generating Knowledge Graph Paths from Textual Definitions using Sequence-to-Sequence Models NAACL 2019
On the Importance of the Kullback-Leibler Divergence Term in Variational Autoencoders for Text Generation EMNLP 2019
BioReddit: Word Embeddings for User-Generated Biomedical NLP EMNLP 2019
Which Melbourne? Augmenting Geocoding with Maps ACL 2018
Towards Automatic Fake News Detection: Cross-Level Stance Detection in News Articles EMNLP 2018
Mapping Text to Knowledge Graph Entities using Multi-Sense LSTMs EMNLP 2018
Large-scale Exploration of Neural Relation Classification Architectures EMNLP 2018
Card-660: Cambridge Rare Word Dataset - a Reliable Benchmark for Infrequent Word Representation Models EMNLP 2018
Inducing Embeddings for Rare and Unseen Words by Leveraging Lexical Resources EACL 2017
Towards a Seamless Integration of Word Senses into Downstream NLP Applications ACL 2017
Vancouver Welcomes You! Minimalist Location Metonymy Resolution ACL 2017
SemEval-2017 Task 2: Multilingual and Cross-lingual Semantic Word Similarity SEMEVAL 2017
De-Conflated Semantic Representations EMNLP 2016
Normalising Medical Concepts in Social Media Texts by Learning Semantic Representation ACL 2016
Adapting Phrase-based Machine Translation to Normalise Medical Terms in Social Media Messages EMNLP 2015
Discriminating Rhetorical Analogies in Social Media EACL 2014
On-line Trend Analysis with Topic Models: #twitter Trends Detection Topic Model Online COLING 2012
A Hybrid Approach to Finding Phenotype Candidates in Genetic Texts COLING 2012
An ontology-driven system for detecting global health events COLING 2010
Global Health Monitor - A Web-based System for Detecting and Mapping Infectious Diseases IJCNLP 2008
The Choice of Features for Classification of Verbs in Biomedical Texts COLING 2008
Automatic Classification of Verbs in Biomedical Texts ACL 2006
Automatic Classification of Verbs in Biomedical Texts COLING 2006
Sentiment Analysis using Support Vector Machines with Diverse Information Sources EMNLP 2004
Incorporating topic information into semantic analysis models ACL 2004
Use of Support Vector Machines in Extended Named Entity Recognition CONLL 2002
Extracting the Names of Genes and Gene Products with a Hidden Markov Model COLING 2000