LongLoRA: Efficient Fine-tuning of Long-Context Large Language Models Sep 21, 2023 4k GPU
Code Code Available 65 h2oGPT: Democratizing Large Language Models Jun 13, 2023 Chatbot Fairness
Code Code Available 65 Long Document Summarization with Top-down and Bottom-up Inference Mar 15, 2022 Text Summarization
Code Code Available 65 MTEB: Massive Text Embedding Benchmark Oct 13, 2022 Benchmarking Information Retrieval
Code Code Available 45 FinBen: A Holistic Financial Benchmark for Large Language Models Feb 20, 2024 Question Answering RAG
Code Code Available 45 Scaling Up Biomedical Vision-Language Models: Fine-Tuning, Instruction Tuning, and Multi-Modal Learning May 23, 2025 Decoder Image Captioning
Code Code Available 45 Z-Code++: A Pre-trained Language Model Optimized for Abstractive Summarization Aug 21, 2022 Abstractive Text Summarization Decoder
Code Code Available 45 NLG Evaluation Metrics Beyond Correlation Analysis: An Empirical Metric Preference Checklist May 15, 2023 Controllable Language Modelling Dialogue Generation
Code Code Available 35 Attention Is All You Need Jun 12, 2017 Abstractive Text Summarization All
Code Code Available 35 Investigating Efficiently Extending Transformers for Long Input Summarization Aug 8, 2022 16k Long-range modeling
Code Code Available 35 A Survey of Large Language Models in Finance (FinLLMs) Feb 4, 2024 Named Entity Recognition (NER) Question Answering
Code Code Available 35 CoNT: Contrastive Neural Text Generation May 29, 2022 Code Comment Generation Comment Generation
Code Code Available 25 BRIO: Bringing Order to Abstractive Summarization Mar 31, 2022 Abstractive Text Summarization Text Summarization
Code Code Available 25 Towards a Unified Multi-Dimensional Evaluator for Text Generation Oct 13, 2022 nlg evaluation Question Answering
Code Code Available 25 Abstractive Summarization of Spoken andWritten Instructions with BERT Aug 21, 2020 Abstractive Text Summarization Articles
Code Code Available 25 PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization Dec 18, 2019 Abstractive Text Summarization Decoder
Code Code Available 25 MASS: Masked Sequence to Sequence Pre-training for Language Generation May 7, 2019 Conversational Response Generation Decoder
Code Code Available 25 Lookahead: An Inference Acceleration Framework for Large Language Model with Lossless Generation Accuracy Dec 20, 2023 Language Modeling Language Modelling
Code Code Available 25 Few-Shot Text Generation with Pattern-Exploiting Training Dec 22, 2020 Headline Generation text-classification
Code Code Available 25 BiomedGPT: A Generalist Vision-Language Foundation Model for Diverse Biomedical Tasks May 26, 2023 Image Captioning Medical Visual Question Answering
Code Code Available 25 Differential Transformer Oct 7, 2024 Hallucination In-Context Learning
Code Code Available 25 Contrastive Learning with Adversarial Perturbations for Conditional Text Generation Dec 14, 2020 Conditional Text Generation Contrastive Learning
Code Code Available 15 Abstractive Text Summarization Based on Deep Learning and Semantic Content Generalization Jul 1, 2019 Abstractive Text Summarization Decoder
Code Code Available 15 Controllable Abstractive Sentence Summarization with Guiding Entities Dec 1, 2020 Informativeness Sentence
Code Code Available 15 Clinical Text Summarization with Syntax-Based Negation and Semantic Concept Identification Feb 29, 2020 Negation Negation Detection
Code Code Available 15 Adapted Large Language Models Can Outperform Medical Experts in Clinical Text Summarization Sep 14, 2023 Domain Adaptation Text Summarization
Code Code Available 15 Compression, Transduction, and Creation: A Unified Framework for Evaluating Natural Language Generation Sep 14, 2021 nlg evaluation Style Transfer
Code Code Available 15 AR-Diffusion: Auto-Regressive Diffusion Model for Text Generation May 16, 2023 Common Sense Reasoning Denoising
Code Code Available 15 ARMAN: Pre-training with Semantically Selecting and Reordering of Sentences for Persian Abstractive Summarization Sep 9, 2021 Abstractive Text Summarization Decoder
Code Code Available 15 Contextualized Rewriting for Text Summarization Jan 31, 2021 Extractive Summarization reinforcement-learning
Code Code Available 15 BookSum: A Collection of Datasets for Long-form Narrative Summarization May 18, 2021 Abstractive Text Summarization Form
Code Code Available 15 CDEvalSumm: An Empirical Study of Cross-Dataset Evaluation for Neural Summarization Systems Oct 11, 2020 Text Summarization
Code Code Available 15 Conformal Language Modeling Jun 16, 2023 Conformal Prediction Language Modeling
Code Code Available 15 Control Prefixes for Parameter-Efficient Text Generation Oct 15, 2021 Abstractive Text Summarization Attribute
Code Code Available 15 A Call for Clarity in Beam Search: How It Works and When It Stops Apr 11, 2022 Machine Translation Text Generation
Code Code Available 15 BARTScore: Evaluating Generated Text as Text Generation Jun 22, 2021 Decoder Informativeness
Code Code Available 15 Benchmarking Generation and Evaluation Capabilities of Large Language Models for Instruction Controllable Summarization Nov 15, 2023 Benchmarking Instruction Following
Code Code Available 15 Alleviating Exposure Bias via Contrastive Learning for Abstractive Text Summarization Aug 26, 2021 Abstractive Text Summarization Contrastive Learning
Code Code Available 15 BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension Oct 29, 2019 Abstractive Text Summarization Decoder
Code Code Available 15 An Empirical Survey on Long Document Summarization: Datasets, Models and Metrics Jul 3, 2022 Articles Document Summarization
Code Code Available 15 Accelerating Inference in Large Language Models with a Unified Layer Skipping Strategy Apr 10, 2024 Machine Translation Text Summarization
Code Code Available 15 All Word Embeddings from One Embedding Apr 25, 2020 All Decoder
Code Code Available 15 BART-IT: An Efficient Sequence-to-Sequence Model for Italian Text Summarization Dec 27, 2022 Abstractive Text Summarization Text Summarization
Code Code Available 15 BARTpho: Pre-trained Sequence-to-Sequence Models for Vietnamese Sep 20, 2021 Abstractive Text Summarization Denoising
Code Code Available 15 Analyzing and Evaluating Faithfulness in Dialogue Summarization Oct 21, 2022 Text Summarization
Code Code Available 15 Analyzing Multi-Task Learning for Abstractive Text Summarization Oct 26, 2022 Abstractive Text Summarization Multi-Task Learning
Code Code Available 15 Big Bird: Transformers for Longer Sequences Jul 28, 2020 Linguistic Acceptability Natural Language Inference
Code Code Available 15 Automatic Text Summarization of COVID-19 Medical Research Articles using BERT and GPT-2 Jun 3, 2020 Articles Text Summarization
Code Code Available 15 BARThez: a Skilled Pretrained French Sequence-to-Sequence Model Oct 23, 2020 FLUE Natural Language Understanding
Code Code Available 15 BESA: Pruning Large Language Models with Blockwise Parameter-Efficient Sparsity Allocation Feb 18, 2024 GPU Question Answering
Code Code Available 15