MLP Fusion: Towards Efficient Fine-tuning of Dense and Mixture-of-Experts Language Models Jul 18, 2023 Language Modelling Mixture-of-Experts
Code Code Available Is Prompt-Based Finetuning Always Better than Vanilla Finetuning? Insights from Cross-Lingual Language Understanding Jul 15, 2023 Cross-Lingual Transfer Natural Language Inference
Code Code Available A Dialogue System for Assessing Activities of Daily Living: Improving Consistency with Grounded Knowledge Jul 15, 2023 Natural Language Understanding Text Generation
— Unverified Improving BERT with Hybrid Pooling Network and Drop Mask Jul 14, 2023 Language Modeling Language Modelling
— Unverified VELMA: Verbalization Embodiment of LLM Agents for Vision and Language Navigation in Street View Jul 12, 2023 Decision Making Natural Language Understanding
Code Code Available BLUEX: A benchmark based on Brazilian Leading Universities Entrance eXams Jul 11, 2023 Natural Language Understanding
Code Code Available Natural Language Instructions for Intuitive Human Interaction with Robotic Assistants in Field Construction Work Jul 9, 2023 Language Modelling Natural Language Understanding
— Unverified ScriptWorld: Text Based Environment For Learning Procedural Knowledge Jul 8, 2023 Language Modeling Language Modelling
Code Code Available Teach Me How to Learn: A Perspective Review towards User-centered Neuro-symbolic Learning for Robotic Surgical Systems Jul 7, 2023 Natural Language Understanding Sensor Fusion
— Unverified Enhancing LLM with Evolutionary Fine Tuning for News Summary Generation Jul 6, 2023 Natural Language Understanding
— Unverified Distilling Large Vision-Language Model with Out-of-Distribution Generalizability Jul 6, 2023 Few-Shot Image Classification Image Classification
Code Code Available In-Context Learning for Attention Scheme: from Single Softmax Regression to Multiple Softmax Regression via a Tensor Trick Jul 5, 2023 In-Context Learning Natural Language Understanding
— Unverified HeGeL: A Novel Dataset for Geo-Location from Hebrew Text Jul 2, 2023 Natural Language Understanding Retrieval
Code Code Available Revisiting Sample Size Determination in Natural Language Understanding Jul 1, 2023 Active Learning Natural Language Understanding
Code Code Available A negation detection assessment of GPTs: analysis with the xNot360 dataset Jun 29, 2023 Natural Language Understanding Negation
— Unverified SkillNet-X: A Multilingual Multitask Model with Sparsely Activated Skills Jun 28, 2023 Mixture-of-Experts Natural Language Understanding
— Unverified Training Transformers with 4-bit Integers Jun 21, 2023 image-classification Image Classification
Code Code Available Joint Prompt Optimization of Stacked LLMs using Variational Inference Jun 21, 2023 Natural Language Understanding Variational Inference
Code Code Available Federated Self-Learning with Weak Supervision for Speech Recognition Jun 21, 2023 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified LoSparse: Structured Compression of Large Language Models based on Low-Rank and Sparse Approximation Jun 20, 2023 Diversity Model Compression
— Unverified Surfer: Progressive Reasoning with World Models for Robotic Manipulation Jun 20, 2023 Decision Making MuJoCo
— Unverified Adversarial Robustness of Prompt-based Few-Shot Learning for Natural Language Understanding Jun 19, 2023 Adversarial Robustness Few-Shot Learning
Code Code Available Multilingual Few-Shot Learning via Language Model Retrieval Jun 19, 2023 Few-Shot Learning In-Context Learning
— Unverified Data Selection for Fine-tuning Large Language Models Using Transferred Shapley Values Jun 16, 2023 Data Valuation Language Modeling
Code Code Available Bridging the Gap between Decision and Logits in Decision-based Knowledge Distillation for Pre-trained Language Models Jun 15, 2023 Data Augmentation Knowledge Distillation
Code Code Available Generate to Understand for Representation Jun 14, 2023 Contrastive Learning GPU
Code Code Available SpeechGLUE: How Well Can Self-Supervised Speech Models Capture Linguistic Knowledge? Jun 14, 2023 Natural Language Understanding Self-Supervised Learning
Code Code Available Deep Model Compression Also Helps Models Capture Ambiguity Jun 12, 2023 model Model Compression
Code Code Available On the N-gram Approximation of Pre-trained Language Models Jun 12, 2023 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Multimodal Audio-textual Architecture for Robust Spoken Language Understanding Jun 12, 2023 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Jun 11, 2023 In-Context Learning Molecule Captioning
Code Code Available Leveraging Large Language Models for Scalable Vector Graphics-Driven Image Understanding Jun 9, 2023 Few-Shot Learning image-classification
Code Code Available Revisit Few-shot Intent Classification with PLMs: Direct Fine-tuning vs. Continual Pre-training Jun 8, 2023 intent-classification Intent Classification
Code Code Available InfoPrompt: Information-Theoretic Soft Prompt Tuning for Natural Language Understanding Jun 8, 2023 Language Modeling Language Modelling
— Unverified LogiQA 2.0—An Improved Dataset for Logical Reasoning in Natural Language Understanding Jun 6, 2023 Logical Reasoning Logical Reasoning Reading Comprehension
Code Code Available Enhancing Language Representation with Constructional Information for Natural Language Understanding Jun 5, 2023 Natural Language Understanding
Code Code Available bgGLUE: A Bulgarian General Language Understanding Evaluation Benchmark Jun 4, 2023 Fact Checking named-entity-recognition
Code Code Available A Simple yet Effective Self-Debiasing Framework for Transformer Models Jun 2, 2023 Natural Language Understanding Sentence
Code Code Available Quantization-Aware and Tensor-Compressed Training of Transformers for Natural Language Understanding Jun 1, 2023 Natural Language Understanding Quantization
— Unverified Automatic Glossary of Clinical Terminology: a Large-Scale Dictionary of Biomedical Definitions Generated from Ontological Knowledge Jun 1, 2023 Anatomy Natural Language Understanding
— Unverified Inspecting Spoken Language Understanding from Kids for Basic Math Learning at Home Jun 1, 2023 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified FlexRound: Learnable Rounding based on Element-wise Division for Post-Training Quantization Jun 1, 2023 image-classification Image Classification
Code Code Available A template-independent approach for information extraction in real estate documents May 30, 2023 Information Retrieval Natural Language Understanding
Code Code Available Preserving Pre-trained Features Helps Calibrate Fine-tuned Language Models May 30, 2023 Language Modeling Language Modelling
Code Code Available Make-An-Audio 2: Temporal-Enhanced Text-to-Audio Generation May 29, 2023 Audio Generation Denoising
Code Code Available Tri-level Joint Natural Language Understanding for Multi-turn Conversational Datasets May 28, 2023 Intent Detection Natural Language Understanding
Code Code Available Robust Natural Language Understanding with Residual Attention Debiasing May 28, 2023 Natural Language Understanding
Code Code Available A Unified Framework for Slot based Response Generation in a Multimodal Dialogue System May 27, 2023 Decoder Natural Language Understanding
Code Code Available Entailment as Robust Self-Learner May 26, 2023 Multi-class Classification Natural Language Understanding
Code Code Available MERGE: Fast Private Text Generation May 25, 2023 Code Completion Multi-task Language Understanding
Code Code Available 