Natural Language Inference NLP Tools

Tools and datasets for NLI/RTE tasks that determine semantic relationships (entailment, contradiction, neutral) between text pairs. Does NOT include general semantic similarity, paraphrase detection as standalone tasks, or domain-specific inference systems outside NLI benchmarks.

There are 19 natural language inference tools tracked. The highest-rated is coetaur0/ESIM at 43/100 with 374 stars.

Get all 19 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=nlp&subcategory=natural-language-inference&limit=20"

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#	Tool	Score	Tier	Stars	Language
1	coetaur0/ESIM Implementation of the ESIM model for natural language inference with PyTorch	43	Emerging	374	Python
2	erickrf/multiffn-nli Implementation of the multi feed-forward network architecture by Parikh et...	37	Emerging	87	Python
3	hsinyuan-huang/FusionNet-NLI An example for applying FusionNet to Natural Language Inference	32	Emerging	134	Python
4	vanzytay/EMNLP2018_NLI Repository for NLI models (EMNLP 2018)	32	Emerging	61	Python
5	sdnr1/EBIM-NLI Enhanced BiLSTM Inference Model for Natural Language Inference	31	Emerging	26	Jupyter Notebook
6	davidschulte/hf-dataset-selector Find the best datasets for intermediate fine-tuning	29	Experimental	9	Jupyter Notebook
7	yash1th-yerra/Network-Intrusion-Detection-System The design and implementation of an advanced BiLSTM-based model integrated...	29	Experimental	5	Jupyter Notebook
8	eric11eca/NeuralLog A neural-symbolic joint reasoning approach for Natural Language Inference...	28	Experimental	16	Jupyter Notebook
9	microsoft/LoNLI Testing Diverse Reasoning of NLI Systems	28	Experimental	10	Jupyter Notebook
10	vibhor98/GraphNLI [TheWebConf 2022] "GraphNLI: A Graph-based Natural Language Inference Model...	26	Experimental	5	Jupyter Notebook
11	parasdahal/infersent Implementation of the InferSent paper by Conneau et al., EMNLP2017	24	Experimental	3	Python
12	ml4ai/nli4wills-corpus Legal Will Statements for Natural Language Inference	21	Experimental	8	Python
13	ir-nlp-csui/indonli IndoNLI	19	Experimental	19	Python
14	nyuxz/ds1011_final_project Natural Language Inference	18	Experimental	3	Jupyter Notebook
15	msadat3/SciNLI The dataset and code for ACL 2022 paper "SciNLI: A Corpus for Natural...	15	Experimental	28	Python
16	EazyReal/SynNLI repo for syntax-aware natural language inference during my 2020 IIS intership	12	Experimental	4	Jupyter Notebook
17	sm823zw/Natural-Language-Inference In this project, several Bi-LSTM and Bi-GRU models were created and trained...	11	Experimental	2	Jupyter Notebook
18	esh04/Textual-Coherence Experimented with neural models (LSTM, GRU and RNNs) to measure textual...	10	Experimental	1	Jupyter Notebook
19	PawanKalyanJada/NLI A distinct architecture to categories sentences on SNLI Dataset	10	Experimental	1	Jupyter Notebook