A Novel Cartography-Based Curriculum Learning Method Applied on RoNLI: The First Romanian Natural Language Inference Corpus May 20, 2024 Machine Translation Natural Language Inference
Code Code Available Robust and Efficient Fine-tuning of LLMs with Bayesian Reparameterization of Low-Rank Adaptation Nov 7, 2024 Natural Language Understanding parameter-efficient fine-tuning
Code Code Available Mono vs Multilingual Transformer-based Models: a Comparison across Several Language Tasks Jul 19, 2020 Fake News Detection Language Modeling
Code Code Available BERT Knows Punta Cana is not just beautiful, it's gorgeous: Ranking Scalar Adjectives with Contextualised Representations Oct 6, 2020 Natural Language Understanding Question Answering
Code Code Available MOSS: End-to-End Dialog System Framework with Modular Supervision Sep 12, 2019 Decoder dialog state tracking
Code Code Available BERT and PALs: Projected Attention Layers for Efficient Adaptation in Multi-Task Learning Feb 7, 2019 Multi-Task Learning Natural Language Inference
Code Code Available mPMR: A Multilingual Pre-trained Machine Reader at Scale May 23, 2023 Classification Machine Reading Comprehension
Code Code Available MRCEval: A Comprehensive, Challenging and Accessible Machine Reading Comprehension Benchmark Mar 10, 2025 Machine Reading Comprehension Natural Language Understanding
Code Code Available Robust Natural Language Understanding with Residual Attention Debiasing May 28, 2023 Natural Language Understanding
Code Code Available Enhancing Out-of-Distribution Detection in Natural Language Understanding via Implicit Layer Ensemble Oct 20, 2022 Contrastive Learning intent-classification
Code Code Available Conversational Disease Diagnosis via External Planner-Controlled Large Language Models Apr 4, 2024 Active Learning Decision Making
Code Code Available Enhancing Cross-lingual Natural Language Inference by Prompt-learning from Cross-lingual Templates May 1, 2022 Cross-Lingual Natural Language Inference Cross-Lingual Transfer
Code Code Available Bengali Intent Classification with Generative Adversarial BERT Dec 17, 2023 Classification Generative Adversarial Network
Code Code Available Multi-grained Label Refinement Network with Dependency Structures for Joint Intent Detection and Slot Filling Sep 9, 2022 Graph Attention Intent Detection
Code Code Available BasqueGLUE: A Natural Language Understanding Benchmark for Basque Jun 1, 2022 Natural Language Understanding
Code Code Available Contrastive and Consistency Learning for Neural Noisy-Channel Model in Spoken Language Understanding May 23, 2024 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available Continuous Prompt Generation from Linear Combination of Discrete Prompt Embeddings Dec 16, 2023 Natural Language Understanding
Code Code Available End-to-End Knowledge-Routed Relational Dialogue System for Automatic Diagnosis Jan 30, 2019 Decision Making Dialogue Management
Code Code Available ROSA: Random Subspace Adaptation for Efficient Fine-Tuning Jul 10, 2024 Natural Language Understanding parameter-efficient fine-tuning
Code Code Available TD-Suite: All Batteries Included Framework for Technical Debt Classification Apr 15, 2025 All Binary Classification
Code Code Available RPN: A Word Vector Level Data Augmentation Algorithm in Deep Learning for Language Understanding Dec 12, 2022 CoLA Data Augmentation
Code Code Available You don't need a personality test to know these models are unreliable: Assessing the Reliability of Large Language Models on Psychometric Instruments Nov 16, 2023 Natural Language Understanding Negation
Code Code Available Multi-LogiEval: Towards Evaluating Multi-Step Logical Reasoning Ability of Large Language Models Jun 24, 2024 Logical Reasoning Natural Language Understanding
Code Code Available Continuous Entailment Patterns for Lexical Inference in Context Sep 8, 2021 Few-Shot NLI Language Modeling
Code Code Available Transfer Fine-Tuning: A BERT Case Study Sep 3, 2019 Natural Language Understanding Paraphrase Identification
Code Code Available Transfer of Structural Knowledge from Synthetic Languages May 21, 2025 Natural Language Understanding Transfer Learning
Code Code Available Continual Dialogue State Tracking via Example-Guided Question Answering May 23, 2023 Continual Learning Dialogue State Tracking
Code Code Available What Ingredients Make for an Effective Crowdsourcing Protocol for Difficult NLU Data Collection Tasks? Jun 1, 2021 Multiple-choice Natural Language Understanding
Code Code Available Sarcasm Detection in a Disaster Context Aug 16, 2023 Natural Language Understanding Sarcasm Detection
Code Code Available Temporal Blind Spots in Large Language Models Jan 22, 2024 Natural Language Understanding
Code Code Available ACCEPT: Adaptive Codebook for Composite and Efficient Prompt Tuning Oct 10, 2024 Natural Language Understanding parameter-efficient fine-tuning
Code Code Available Multi-sense embeddings through a word sense disambiguation process Jan 21, 2021 Natural Language Understanding Word Embeddings
Code Code Available BAM! Born-Again Multi-Task Networks for Natural Language Understanding Jul 10, 2019 Knowledge Distillation Natural Language Understanding
Code Code Available Multi-Task Deep Neural Networks for Natural Language Understanding Jan 31, 2019 Domain Adaptation Language Modeling
Code Code Available Scalable Attentive Sentence-Pair Modeling via Distilled Sentence Embedding Aug 14, 2019 Knowledge Distillation Natural Language Understanding
Code Code Available UniT: Multimodal Multitask Learning with a Unified Transformer Feb 22, 2021 Decoder Multimodal Reasoning
Code Code Available Contextual Dialogue Act Classification for Open-Domain Conversational Agents May 28, 2020 Classification Dialogue Act Classification
Code Code Available An Investigation of the (In)effectiveness of Counterfactually Augmented Data Jul 1, 2021 Diversity Natural Language Understanding
Code Code Available SCENE: Self-Labeled Counterfactuals for Extrapolating to Negative Examples May 13, 2023 Data Augmentation Natural Language Inference
Code Code Available A Case Study of Cross-Lingual Zero-Shot Generalization for Classical Languages in LLMs May 19, 2025 Machine Translation named-entity-recognition
Code Code Available Constructing a Natural Language Inference Dataset using Generative Neural Networks Jul 20, 2016 Natural Language Inference Natural Language Understanding
Code Code Available End-to-End Joint Learning of Natural Language Understanding and Dialogue Manager Dec 3, 2016 Natural Language Understanding
Code Code Available ConsistentEE: A Consistent and Hardness-Guided Early Exiting Method for Accelerating Language Models Inference Dec 19, 2023 Natural Language Understanding
Code Code Available My Teacher Thinks The World Is Flat! Interpreting Automatic Essay Scoring Mechanism Dec 27, 2020 Common Sense Reasoning Natural Language Understanding
Code Code Available Named Entity Recognition in the Romanian Legal Domain Nov 1, 2021 named-entity-recognition Named Entity Recognition
Code Code Available Back Transcription as a Method for Evaluating Robustness of Natural Language Understanding Models to Speech Recognition Errors Oct 25, 2023 en-US domain classification en-US Intent Classification
Code Code Available NarraSum: A Large-Scale Dataset for Abstractive Narrative Summarization Dec 2, 2022 Natural Language Understanding
Code Code Available Confusion2vec 2.0: Enriching Ambiguous Spoken Language Representations with Subwords Feb 3, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available Zero-Shot End-to-End Spoken Language Understanding via Cross-Modal Selective Self-Training May 22, 2023 Natural Language Understanding Spoken Language Understanding
Code Code Available Encoder-Agnostic Adaptation for Conditional Language Generation Aug 19, 2019 Conditional Text Generation Language Modeling
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