Text Representation

FIRMA: Bidirectional Formal-Informal Mathematical Language Alignment with Proof-Theoretic Grounding EMNLP 2025 Fix-CLIP: Dual-Branch Hierarchical Contrastive Learning via Synthetic Captions for Better Understanding of Long Text ICCV 2025 Formalizing Style in Personal Narratives EMNLP 2025 Formula-Text Cross-Retrieval: A Benchmarking Study of Dense Embedding Methods for Mathematical Information Retrieval EMNLP 2025 From Characters to Tokens: Dynamic Grouping with Hierarchical BPE EMNLP 2025 From Cross-Task Examples to In-Task Prompts: A Graph-Based Pseudo-Labeling Framework for In-context Learning EMNLP 2025 From Human Reading to NLM Understanding: Evaluating the Role of Eye-Tracking Data in Encoder-Based Models ACL 2025 From Pixels to Tokens: Byte-Pair Encoding on Quantized Visual Modalities ICLR 2025 From Syntax to Semantics: Evaluating the Impact of Linguistic Structures on LLM-Based Information Extraction ACL 2025 From Tokens to Words: On the Inner Lexicon of LLMs ICLR 2025 Functional Lexicon in Subword Tokenization NAACL 2025 Gender Encoding Patterns in Pretrained Language Model Representations NAACL 2025 GenEOL: Harnessing the Generative Power of LLMs for Training-Free Sentence Embeddings NAACL 2025 Generating Text from Uniform Meaning Representation IJCNLP 2025 Generative Representational Instruction Tuning ICLR 2025 Geometric Signatures of Compositionality Across a Language Model’s Lifetime ACL 2025 GigaEmbeddings — Efficient Russian Language Embedding Model ACL 2025 Giving the Old a Fresh Spin: Quality Estimation-Assisted Constrained Decoding for Automatic Post-Editing NAACL 2025 GRaMPa: Subword Regularisation by Skewing Uniform Segmentation Distributions with an Efficient Path-counting Markov Model ACL 2025 Harmonizing Divergent Lemmatization and Part-of-Speech Tagging Practices for Latin Participles through the LiLa Knowledge Base ACL 2025 HEISIR: Hierarchical Expansion of Inverted Semantic Indexing for Training-free Retrieval of Conversational Data using LLMs NAACL 2025 How Can We Relate Language Modeling to Morphology? EMNLP 2025 How do Language Models Generate Slang: A Systematic Comparison between Human and Machine-Generated Slang Usages EMNLP 2025 How Do Large Language Models Evaluate Lexical Complexity? EMNLP 2025 How do Transformer Embeddings Represent Compositions? A Functional Analysis ACL 2025