Niloy Ganguly

Learning Faster with Better Tokens: Parameter-Efficient Vocabulary Adaptation for Specialized Text Summarization ACL 2026 Benchmarking the Energy Savings with Speculative Decoding Strategies EACL 2026 Brevity is the soul of sustainability: Characterizing LLM response lengths ACL 2025 MutantPrompt: Prompt Optimization via Mutation Under a Budget on Modest-sized LMs ACL 2025 Label-semantics Aware Generative Approach for Domain-Agnostic Multilabel Classification ACL 2025 Evaluation of LLMs in Medical Text Summarization: The Role of Vocabulary Adaptation in High OOV Settings ACL 2025 Efficient Continual Pre-training of LLMs for Low-resource Languages NAACL 2025 Towards Sustainable NLP: Insights from Benchmarking Inference Energy in Large Language Models NAACL 2025 Program of Thoughts for Financial Reasoning: Leveraging Dynamic In-Context Examples and Generative Retrieval EMNLP 2025 Periodic Materials Generation using Text-Guided Joint Diffusion Model ICLR 2025 Introducing Spotlight: A Novel Approach for Generating Captivating Key Information from Documents EMNLP 2025 ExPERT: Modeling Human Behavior Under External Stimuli Aware Personalized MTPP AAAI 2025 MEDVOC: Vocabulary Adaptation for Fine-tuning Pre-trained Language Models on Medical Text Summarization IJCAI 2024 TIGQA: An Expert-Annotated Question-Answering Dataset in Tigrinya COLING 2024 IVP-VAE: Modeling EHR Time Series with Initial Value Problem Solvers AAAI 2024 Order-Based Pre-training Strategies for Procedural Text Understanding NAACL 2024 Adaptive BPE Tokenization for Enhanced Vocabulary Adaptation in Finetuning Pretrained Language Models EMNLP 2024 Cost-Performance Optimization for Processing Low-Resource Language Tasks Using Commercial LLMs EMNLP 2024 On The Persona-based Summarization of Domain-Specific Documents ACL 2024 ***YesBut***: A High-Quality Annotated Multimodal Dataset for evaluating Satire Comprehension capability of Vision-Language Models EMNLP 2024 Parameter-Efficient Instruction Tuning of Large Language Models For Extreme Financial Numeral Labelling NAACL 2024 How Robust Are the QA Models for Hybrid Scientific Tabular Data? A Study Using Customized Dataset COLING 2024 CLMSM: A Multi-Task Learning Framework for Pre-training on Procedural Text EMNLP 2023 CrysGNN: Distilling Pre-trained Knowledge to Enhance Property Prediction for Crystalline Materials AAAI 2023 Financial Numeric Extreme Labelling: A dataset and benchmarking ACL 2023 Entropy-guided Vocabulary Augmentation of Multilingual Language Models for Low-resource Tasks ACL 2023 Differentiable Change-point Detection With Temporal Point Processes AISTATS 2023 CrysMMNet: Multimodal Representation for Crystal Property Prediction UAI 2023 A Framework to Generate High-Quality Datapoints for Multiple Novel Intent Detection NAACL 2022 ECTSum: A New Benchmark Dataset For Bullet Point Summarization of Long Earnings Call Transcripts EMNLP 2022 A Data Bootstrapping Recipe for Low-Resource Multilingual Relation Classification EMNLP 2021 A Hierarchical VAE for Calibrating Attributes while Generating Text using Normalizing Flow ACL 2021 A Data Bootstrapping Recipe for Low-Resource Multilingual Relation Classification CONLL 2021 Question Answering over Electronic Devices: A New Benchmark Dataset and a Multi-Task Learning based QA Framework EMNLP 2021 TMCOSS: Thresholded Multi-Criteria Online Subset Selection for Data-Efficient Autonomous Driving ICCV 2021 A Hierarchical VAE for Calibrating Attributes while Generating Text using Normalizing Flow IJCNLP 2021 tWT–WT: A Dataset to Assert the Role of Target Entities for Detecting Stance of Tweets NAACL 2021 Graph-based semi-supervised learning through the lens of safety UAI 2021 Regression under Human Assistance AAAI 2020 NEVAE: A Deep Generative Model for Molecular Graphs JMLR 2020 Understanding the Success of Graph-based Semi-Supervised Learning using Partially Labelled Stochastic Block Model IJCAI 2020 Incremental Fairness in Two-Sided Market Platforms: On Smoothly Updating Recommendations AAAI 2020 Improved Sentiment Detection via Label Transfer from Monolingual to Synthetic Code-Switched Text ACL 2019 AttentiveChecker: A Bi-Directional Attention Flow Mechanism for Fact Verification NAACL 2019 Incorporating Domain Knowledge into Medical NLI using Knowledge Graphs IJCNLP 2019 A Deep Generative Model for Code Switched Text IJCAI 2019 NeVAE: A Deep Generative Model for Molecular Graphs AAAI 2019 Incorporating Domain Knowledge into Medical NLI using Knowledge Graphs EMNLP 2019 LMPP: A Large Margin Point Process Combining Reinforcement and Competition for Modeling Hashtag Popularity IJCAI 2017 Understanding Language Preference for Expression of Opinion and Sentiment: What do Hindi-English Speakers do on Twitter? EMNLP 2016 Learning and Forecasting Opinion Dynamics in Social Networks NIPS 2016 Automatic Discovery of Adposition Typology COLING 2014 Social Network Inspired Models of NLP and Language Evolution IJCNLP 2008 Modeling the Structure and Dynamics of the Consonant Inventories: A Complex Network Approach COLING 2008 Redundancy Ratio: An Invariant Property of the Consonant Inventories of the World’s Languages ACL 2007 Analysis and Synthesis of the Distribution of Consonants over Languages: A Complex Network Approach ACL 2006 Analysis and Synthesis of the Distribution of Consonants over Languages: A Complex Network Approach COLING 2006