Adversarial evaluation of model performances [Updated]

Model Evaluation using SNLI Development Set

Fine-tuning LLMs with LoRA

Model Evaluation using WANLI Test Set

Model Evaluation using SuperGLUE Diagnostic Dataset

roBERTa pretrained on NLI task

Emotion detection microservice based on natural language inference

Taxonomic fragmentation of the NLI task. Data accompanying CoNLL 2020 paper titled "TaxiNLI: Taking a Ride up the NLU Hill"

Implementation of models in our EMNLP 2019 paper: A Logic-Driven Framework for Consistency of Neural Models

Deep Learning for NLP

Implementation of the semi-structured inference model in our ACL 2020 paper. INFOTABS: Inference on Tables as Semi-structured Data

An application that summarizes and classifies long text using zero-shot transfer-learning hosted on Huggingface spaces.

Implementation of the Character-level Intra Attention Network (CIAN) for Natural Language Inference (NLI) upon SNLI and MultiNLI corpus

Discourse Based Evaluation of Language Understanding

Benchmarking various Deep Learning models such as BERT, ALBERT, BiLSTMs on the task of sentence entailment using two datasets - MultiNLI and SNLI.

Implementation of models in our EMNLP 2019 paper: A Logic-Driven Framework for Consistency of Neural Models

pytorch implementation of various models for snli and mnli task

A Framework for Textual Entailment based Zero Shot text classification