| Generating Hard-Negative Out-of-Scope Data with ChatGPT for Intent Classification | Mar 8, 2024 | intent-classificationIntent Classification | CodeCode Available | 0 |
| Can Your Model Tell a Negation from an Implicature? Unravelling Challenges With Intent Encoders | Mar 7, 2024 | Clusteringintent-classification | —Unverified | 0 |
| Augmenting Automation: Intent-Based User Instruction Classification with Machine Learning | Mar 2, 2024 | intent-classificationIntent Classification | CodeCode Available | 0 |
| Prompt Perturbation Consistency Learning for Robust Language Models | Feb 24, 2024 | Data Augmentationintent-classification | —Unverified | 0 |
| LinguAlchemy: Fusing Typological and Geographical Elements for Unseen Language Generalization | Jan 11, 2024 | intent-classificationIntent Classification | —Unverified | 0 |
| Towards ASR Robust Spoken Language Understanding Through In-Context Learning With Word Confusion Networks | Jan 5, 2024 | In-Context Learningintent-classification | —Unverified | 0 |
| PerSHOP -- A Persian dataset for shopping dialogue systems modeling | Jan 1, 2024 | intent-classificationIntent Classification | —Unverified | 0 |
| OmniDialog: An Omnipotent Pre-training Model for Task-Oriented Dialogue System | Dec 28, 2023 | Dialogue GenerationDialogue Management | —Unverified | 0 |
| Decoupling Representation and Knowledge for Few-Shot Intent Classification and Slot Filling | Dec 21, 2023 | intent-classificationIntent Classification | —Unverified | 0 |
| Bengali Intent Classification with Generative Adversarial BERT | Dec 17, 2023 | ClassificationGenerative Adversarial Network | CodeCode Available | 0 |
| Learn or Recall? Revisiting Incremental Learning with Pre-trained Language Models | Dec 13, 2023 | Class Incremental LearningIncremental Learning | CodeCode Available | 1 |
| Creating Spoken Dialog Systems in Ultra-Low Resourced Settings | Dec 11, 2023 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Sparse Multitask Learning for Efficient Neural Representation of Motor Imagery and Execution | Dec 10, 2023 | Efficient Neural Networkintent-classification | —Unverified | 0 |
| Generalized zero-shot audio-to-intent classification | Nov 4, 2023 | ClassificationGoal-Oriented Dialog | —Unverified | 0 |
| Dense Retrieval as Indirect Supervision for Large-space Decision Making | Oct 28, 2023 | Decision MakingEntity Typing | CodeCode Available | 0 |
| Privacy-preserving Representation Learning for Speech Understanding | Oct 26, 2023 | ClassificationEmotion Recognition | —Unverified | 0 |
| IntenDD: A Unified Contrastive Learning Approach for Intent Detection and Discovery | Oct 25, 2023 | Contrastive Learningintent-classification | —Unverified | 0 |
| TK-KNN: A Balanced Distance-Based Pseudo Labeling Approach for Semi-Supervised Intent Classification | Oct 17, 2023 | intent-classificationIntent Classification | CodeCode Available | 0 |
| InstructTODS: Large Language Models for End-to-End Task-Oriented Dialogue Systems | Oct 13, 2023 | Dialogue State TrackingInformativeness | CodeCode Available | 1 |
| SNOiC: Soft Labeling and Noisy Mixup based Open Intent Classification Model | Oct 11, 2023 | intent-classificationIntent Classification | —Unverified | 0 |
| Improving End-to-End Speech Processing by Efficient Text Data Utilization with Latent Synthesis | Oct 9, 2023 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Conversational Factor Information Retrieval Model (ConFIRM) | Oct 6, 2023 | GPUInformation Retrieval | CodeCode Available | 0 |
| CWCL: Cross-Modal Transfer with Continuously Weighted Contrastive Loss | Sep 26, 2023 | image-classificationImage Classification | —Unverified | 0 |
| In-Context Learning for Text Classification with Many Labels | Sep 19, 2023 | ClassificationIn-Context Learning | —Unverified | 0 |
| Leveraging Large Language Models for Exploiting ASR Uncertainty | Sep 9, 2023 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
