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Deep Cognition and Language Research (DeCLaRe) Lab's Projects

aste-rl icon aste-rl

This repository contains the source codes for the paper: "Aspect Sentiment Triplet Extraction using Reinforcement Learning" published at CIKM 2021.

bbfn icon bbfn

This repository contains the implementation of the paper -- Bi-Bimodal Modality Fusion for Correlation-Controlled Multimodal Sentiment Analysis

cascade icon cascade

This repo contains code to detect sarcasm from text in discussion forum using deep learning

cicero icon cicero

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.

cider icon cider

This repository contains the dataset and the pytorch implementations of the models from the paper CIDER: Commonsense Inference for Dialogue Explanation and Reasoning. CIDER has been accepted to appear at SIGDIAL 2021.

conv-emotion icon conv-emotion

This repo contains implementation of different architectures for emotion recognition in conversations.

dialog-hgat icon dialog-hgat

Dialogue Relation Extraction with Document-level Heterogeneous Graph Attention Networks

dialogue-understanding icon dialogue-understanding

This repository contains PyTorch implementation for the baseline models from the paper Utterance-level Dialogue Understanding: An Empirical Study

domadapter icon domadapter

Code for EACL'23 paper "Udapter: Efficient Domain Adaptation Using Adapters"

doublemix icon doublemix

Code for the COLING 2022 paper "DoubleMix: Simple Interpolation-Based Data Augmentation for Text Classification"

dpr icon dpr

Dense Passage Retriever - is a set of tools and models for open domain Q&A task.

exemplary-empathy icon exemplary-empathy

This repository contains the source codes of the paper -- Exemplars-guided Empathetic Response Generation Controlled by the Elements of Human Communication

flacuna icon flacuna

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.

flan-alpaca icon flan-alpaca

This repository contains code for extending the Stanford Alpaca synthetic instruction tuning to existing instruction-tuned models such as Flan-T5.

hfusion icon hfusion

Multimodal sentiment analysis using hierarchical fusion with context modeling

hyperred icon hyperred

This repository implements our EMNLP 2022 research paper A Dataset for Hyper-Relational Extraction and a Cube-Filling Approach.

instraug icon instraug

Official Implementation of the paper: "InstrAug: Automatic Instruction Augmentation for Multimodal Instruction Fine-tuning"

instruct-eval icon instruct-eval

This repository contains code to quantitatively evaluate instruction-tuned models such as Alpaca and Flan-T5 on held-out tasks.

kingdom icon kingdom

Domain Adaptation using External Knowledge for Sentiment Analysis

knot icon knot

This repository contains the implementation of the paper -- KNOT: Knowledge Distillation using Optimal Transport for Solving NLP Tasks

llm-puzzletest icon llm-puzzletest

This repository is maintained to release dataset and models for multimodal puzzle reasoning.

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