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conv-emotion
This repo contains implementation of different architectures for emotion recognition in conversations.MELD
MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversationtango
Codes and Model of the paper "Text-to-Audio Generation using Instruction Tuned LLM and Latent Diffusion Model"multimodal-deep-learning
This repository contains various models targetting multimodal representation learning, multimodal fusion for downstream tasks such as multimodal sentiment analysis.awesome-sentiment-analysis
Reading list for Awesome Sentiment Analysis papersinstruct-eval
This repository contains code to quantitatively evaluate instruction-tuned models such as Alpaca and Flan-T5 on held-out tasks.flan-alpaca
This repository contains code for extending the Stanford Alpaca synthetic instruction tuning to existing instruction-tuned models such as Flan-T5.awesome-emotion-recognition-in-conversations
A comprehensive reading list for Emotion Recognition in ConversationsMISA
MISA: Modality-Invariant and -Specific Representations for Multimodal Sentiment AnalysisRECCON
This repository contains the dataset and the PyTorch implementations of the models from the paper Recognizing Emotion Cause in Conversations.Multimodal-Infomax
This repository contains the official implementation code of the paper Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis, accepted at EMNLP 2021.dialogue-understanding
This repository contains PyTorch implementation for the baseline models from the paper Utterance-level Dialogue Understanding: An Empirical StudyRelationPrompt
This repository implements our ACL Findings 2022 research paper RelationPrompt: Leveraging Prompts to Generate Synthetic Data for Zero-Shot Relation Triplet Extraction. The goal of Zero-Shot Relation Triplet Extraction (ZeroRTE) is to extract relation triplets of the format (head entity, tail entity, relation), despite not having annotated data for the test relation labels.contextual-utterance-level-multimodal-sentiment-analysis
Context-Dependent Sentiment Analysis in User-Generated Videosflacuna
Flacuna was developed by fine-tuning Vicuna on Flan-mini, a comprehensive instruction collection encompassing various tasks. Vicuna is already an excellent writing assistant, and the intention behind Flacuna was to enhance Vicuna's problem-solving capabilities. To achieve this, we curated a dedicated instruction dataset called Flan-mini.CASCADE
This repo contains code to detect sarcasm from text in discussion forum using deep learningred-instruct
Codes and datasets of the paper Red-Teaming Large Language Models using Chain of Utterances for Safety-AlignmentBBFN
This repository contains the implementation of the paper -- Bi-Bimodal Modality Fusion for Correlation-Controlled Multimodal Sentiment AnalysisCICERO
The purpose of this repository is to introduce new dialogue-level commonsense inference datasets and tasks. We chose dialogues as the data source because dialogues are known to be complex and rich in commonsense.dialog-HGAT
Dialogue Relation Extraction with Document-level Heterogeneous Graph Attention Networkskingdom
Domain Adaptation using External Knowledge for Sentiment Analysishfusion
Multimodal sentiment analysis using hierarchical fusion with context modelingMIME
This repository contains PyTorch implementations of the models from the paper An Empirical Study MIME: MIMicking Emotions for Empathetic Response Generation.speech-adapters
Codes and datasets for our ICASSP2023 paper, Evaluating parameter-efficient transfer learning approaches on SURE benchmark for speech understandingLLM-PuzzleTest
This repository is maintained to release dataset and models for multimodal puzzle reasoning.HyperTTS
MSA-Robustness
NAACL 2022 paper on Analyzing Modality Robustness in Multimodal Sentiment Analysissentence-ordering
This repository contains the PyTorch implementation of the paper STaCK: Sentence Ordering with Temporal Commonsense Knowledge appearing at EMNLP 2021.resta
Restore safety in fine-tuned language models through task arithmeticHyperRED
This repository implements our EMNLP 2022 research paper A Dataset for Hyper-Relational Extraction and a Cube-Filling Approach.MM-InstructEval
This repository contains code to evaluate various multimodal large language models using different instructions across multiple multimodal content comprehension tasks.MM-Align
[EMNLP 2022] This repository contains the official implementation of the paper "MM-Align: Learning Optimal Transport-based Alignment Dynamics for Fast and Accurate Inference on Missing Modality Sequences"identifiable-transformers
exemplary-empathy
This repository contains the source codes of the paper -- Exemplars-guided Empathetic Response Generation Controlled by the Elements of Human Communicationdella
DELLA-Merging: Reducing Interference in Model Merging through Magnitude-Based SamplingTEAM
Our EMNLP 2022 paper on MCQADoubleMix
Code for the COLING 2022 paper "DoubleMix: Simple Interpolation-Based Data Augmentation for Text Classification"adapter-mix
M2H2-dataset
This repository contains the dataset and baselines explained in the paper: M2H2: A Multimodal Multiparty Hindi Dataset For HumorRecognition in ConversationsASTE-RL
This repository contains the source codes for the paper: "Aspect Sentiment Triplet Extraction using Reinforcement Learning" published at CIKM 2021.SAT
Code for the EMNLP 2022 Findings short paper "SAT: Improving Semi-Supervised Text Classification with Simple Instance-Adaptive Self-Training"KNOT
This repository contains the implementation of the paper -- KNOT: Knowledge Distillation using Optimal Transport for Solving NLP TasksWikiDes
A Wikipedia-based summarization datasetSealing
[NAACL 2024] Official Implementation of paper "Self-Adaptive Sampling for Efficient Video Question Answering on Image--Text Models"VIP
Our EMNLP 2022 paper on VIP-Based Prompting for Parameter-Efficient Learningdomadapter
Code for EACL'23 paper "Udapter: Efficient Domain Adaptation Using Adapters"RobustMIFT
[Arxiv 2024] Official Implementation of the paper: "Towards Robust Instruction Tuning on Multimodal Large Language Models"ferret
Ferret: Faster and Effective Automated Red Teaming with Reward-Based Scoring TechniqueSANCL
[COLING 2022] This repository contains the code of the paper SANCL: Multimodal Review Helpfulness Prediction with Selective Attention and Natural Contrastive Learning.segue
Codes and Checkpoints of the Interspeech paper "Sentence Embedder Guided Utterance Encoder (SEGUE) for Spoken Language Understanding"llm_robustness
NLP-OT
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