Task-Oriented Dialogue Systems NLP Tools

Datasets, frameworks, and evaluation tools for building goal-oriented conversational agents (e.g., task completion, dialogue state tracking, multi-domain dialogue). Does NOT include open-domain chitchat, emotion/sentiment analysis in dialogue, or general conversational AI without task-specific goals.

There are 45 task-oriented dialogue systems tools tracked. 1 score above 70 (verified tier). The highest-rated is gunthercox/chatterbot-corpus at 74/100 with 1,411 stars. 2 of the top 10 are actively maintained.

Get all 45 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=nlp&subcategory=task-oriented-dialogue-systems&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Tool	Score	Tier	Stars	Language
1	gunthercox/chatterbot-corpus A multilingual dialog corpus	74	Verified	1,411	Python
2	EdinburghNLP/awesome-hallucination-detection List of papers on hallucination detection in LLMs.	56	Established	1,060	—
3	jfainberg/self_dialogue_corpus The Self-dialogue Corpus - a collection of self-dialogues across music,...	45	Emerging	107	Python
4	jkkummerfeld/irc-disentanglement Dataset and model for disentangling chat on IRC	43	Emerging	58	Python
5	Tomiinek/MultiWOZ_Evaluation Unified MultiWOZ evaluation scripts for the context-to-response task.	42	Emerging	59	Python
6	tae898/multimodal-datasets Multimodal datasets.	40	Emerging	34	Python
7	IBM/permuted-bAbI-dialog-tasks Dataset for 'Learning End-to-End Goal-Oriented Dialog with Multiple Answers'...	39	Emerging	18	—
8	hsgodhia/hred Implements the paper " Building End-To-End Dialogue Systems Using Generative...	38	Emerging	116	Python
9	doheejin/ProTACT This repository is the implementation of the ProTACT architecture,...	38	Emerging	23	Python
10	IBM/modified-bAbI-dialog-tasks 'Learning End-to-End Goal-Oriented Dialog with maximal User task success and...	37	Emerging	10	—
11	anaistack/ai-teacher-test Source code and data for the EDM 2022 paper	36	Emerging	12	Python
12	vaskonov/negochat_corpus Negochat Corpus - a dialogue corpus in the negotiation domain	36	Emerging	9	—
13	Sensente/Security-Attacks-on-LCCTs Security Attacks on LLM-based Code Completion Tools (AAAI 2025)	35	Emerging	21	Python
14	LCS2-IIITD/SPARTA_WSDM2022 This repository contains the code and dataset for our paper titled Speaker...	34	Emerging	55	Python
15	TianboJi/Dialogue-Eval Code and data for paper "Achieving Reliable Human Assessment of Open-Domain...	33	Emerging	8	Python
16	chiachienhung/Multi2WOZ Multi2WOZ: A Robust Multilingual Dataset and Conversational Pretraining for...	32	Emerging	3	Python
17	yukyunglee/Awesome-Dialogue-State-Tracking Dialogue State Tracking (DST) Papers, Datasets, Resources 🤩	32	Emerging	196	—
18	Reason-Wang/DialogueGLP Code for our EACL 2023 findings paper "Global-Local Modeling with...	32	Emerging	4	Python
19	bryanwilie/pick PICK: Polished & Informed Candidate Scoring for Knowledge-Grounded Dialogue...	30	Emerging	2	Python
20	passing2961/EmpGPT-3 Official code for our COLING 2022 paper: In-Context Learning for Empathetic...	30	Emerging	20	Python
21	GiovanniTRA/UDCG Code and Data of the paper: "Redefining Retrieval Evaluation in the Era of LLMs"	30	Emerging	12	Python
22	umass-ml4ed/tiktoc Official repo for "Test Case-Informed Knowledge Tracing for Open-ended...	30	Emerging	3	Python
23	zengyan-97/Transformer-DST A Generative Dialogue State Tracking Model	29	Experimental	22	Python
24	mrzjy/GenshinDialog Extracting character conversations in Genshin Project	29	Experimental	75	Python
25	mrzjy/hoyo_public_wiki_parser Parsing Hoyoverse game text corpus from public wikipedia	27	Experimental	12	Python
26	convei-lab/BotsTalk 🤖 Code for our EMNLP 2022 paper: "BotsTalk: Machine-sourced Framework for...	27	Experimental	16	Python
27	kaustubhdhole/natural-dont-know Code for the paper: Saying No is An Art: Contextualized Fallback Responses...	26	Experimental	19	JavaScript
28	abhi1nandy2/yesbut_dataset YesBut - Multimodal Satire Comprehension Dataset	26	Experimental	18	Jupyter Notebook
29	skywalker023/prosocial-dialog 🐥 Code and Dataset for our EMNLP 2022 paper - "ProsocialDialog: A Prosocial...	24	Experimental	65	Python
30	nu-dialogue/real-persona-chat RealPersonaChat: A Realistic Persona Chat Corpus with Interlocutors' Own...	24	Experimental	63	—
31	UEC-InabaLab/KokoroChat ロールプレイで収集した日本語のカウンセリング対話データセット	23	Experimental	19	—
32	M0gician/RaccoonBench [ACL 2024] Raccoon: Prompt Extraction Benchmark of LLM-Integrated Applications	21	Experimental	14	Python
33	mrzjy/StarrailDialog A project that extracts Honkai: Star Rail text corpus	21	Experimental	35	Python
34	mrzjy/ZZZDialog A project that extracts ZenlessZoneZero text corpus	20	Experimental	6	Python
35	mrzjy/WutheringDialog Extracting character conversations in Wuthering Waves	20	Experimental	5	Python
36	miguel-kjh/Improving-Dialogue-Management A detailed analysis of task-oriented dialogue systems, emphasizing the...	19	Experimental	4	Python
37	mrzjy/HonkaiImpact3rdDialog A project that collects Honkai Impact 3rd text corpus	19	Experimental	3	Python
38	kimdanny/user-simulation-t5 Official Code for SIGIR 2022 "A Multi-task Based Neural Model to Simulate...	18	Experimental	37	Python
39	zenquiorra/M3LS M3LS : Multi-lingual Multi-modal summarization dataset	18	Experimental	2	Python
40	minsik-ai/PK-ICR Persona-Knowledge Interactive Multi-Context Retrieval for Grounded Dialogue...	17	Experimental	3	Python
41	evelynkyl/xRAD_multilingual_dialog_systems Codes for master's thesis investigating approaches for building a...	17	Experimental	1	Python
42	TomatenMarc/TACO This repository contains the annotation framework, dataset and code used for...	10	Experimental	2	Jupyter Notebook
43	stuti-agrawal/Unsupervised-dialogue-schema-induction Unsupervised approach for inducing dialogue schemas from domain-specific...	10	Experimental	2	Python
44	BaluHarshavardan99/Hallucination-in-Chat-bots Hallucination in Chat-bots: Faithful Benchmark for Information-Seeking Dialogue	10	Experimental	2	Python
45	mrzjy/ArknightsDialog Extracting character conversations in Arknights	10	Experimental	2	Python

Comparisons in this category

chatterbot-corpus and self_dialogue_corpus (74 vs 45) chatterbot-corpus and negochat_corpus (74 vs 36)