Causal Inference NLP NLP Tools

Tools and datasets for applying causal inference methods to NLP tasks, including counterfactual generation, causal effect estimation, and causal discovery from text. Does NOT include general NLP tasks without explicit causal reasoning components, or non-NLP causal inference frameworks.

There are 22 causal inference nlp tools tracked. The highest-rated is amaiya/causalnlp at 47/100 with 157 stars.

Get all 22 projects as JSON

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#	Tool	Score	Tier	Stars	Language
1	amaiya/causalnlp CausalNLP is a practical toolkit for causal inference with text as...	47	Emerging	157	Jupyter Notebook
2	prateekguptaiiitk/Causal_Relation_Extraction Causal Relation Extraction and Identification using Conditional Random Fields	40	Emerging	28	Jupyter Notebook
3	causaltext/causal-text-papers Curated research at the intersection of causal inference and natural...	38	Emerging	814	—
4	debjitpaul/Causal_CoT About The corresponding code from our paper " Making Reasoning Matter:...	37	Emerging	13	Python
5	zzz47zzz/CFNER [EMNLP2022] Released code for paper "Distilling Causal Effect from...	37	Emerging	23	Python
6	tanfiona/CausalNewsCorpus Repository for Causal News Corpus (LREC 2022) and RECESS (IJCNLP-AACL 2023)	37	Emerging	62	Python
7	zhijing-jin/icm4nlp Codes for the EMNLP 2021 paper "Causal Direction of Data Collection Matters:...	34	Emerging	6	Jupyter Notebook
8	xijiz/cfgen Implementation of the EMNLP 2020 paper "Counterfactual Generator: A...	33	Emerging	52	Python
9	hrlics/SemDI [EMNLP 2024] Advancing Event Causality Identification via Heuristic Semantic...	29	Experimental	13	Jupyter Notebook
10	dykang/cgraph dataset for Detecting and Explaining Causes From Text For a Time Series...	28	Experimental	15	Shell
11	lijiazheng99/Counterfactuals-for-Sentiment-Analysis ACL-21 Exploring the Efficacy of Automatically Generated Counterfactuals for...	27	Experimental	28	Python
12	JulianFrattini/cira Python package for functions around the causality in requirements artifacts...	27	Experimental	14	Python
13	phosseini/causal-reasoning Knowledge-Augmented Language Models for Cause-Effect Relation Classification...	27	Experimental	14	Python
14	phosseini/causal_relations_in_text Causal Relation Extraction in Natural Language Text	23	Experimental	4	—
15	IlyaGusev/HeadlineCause A dataset of news headlines for detecting causalities	21	Experimental	14	Jupyter Notebook
16	Qrange-group/CEM EMNLP'22, CEM improves MHCH performance by correcting prediction bias and...	21	Experimental	11	Python
17	ntunlplab/SEEN SEEN: Structured Event Enhancement Network for Explainable Need Detection of...	19	Experimental	3	Python
18	CogComp/TCR Temporal and Causal Reasoning (dataset)	13	Experimental	10	—
19	emeyer-hansen/synthetic-causal-framework This repository is part of the Synthetic Causal Framework (SCF) project and...	11	Experimental	—	HTML
20	cdiego89phd/counterfactuals-generation Counterfactual text reviews generator	11	Experimental	4	Jupyter Notebook
21	emeyer-hansen/synthetic_causal_framework The Synthetic Causal Framework (SCF) is a novel methodological framework for...	11	Experimental	—	HTML
22	Beckhol/Paper-Reading Papers mainly related to causal-inference	10	Experimental	2	—