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Rasa: Open Source Language Understanding and Dialogue Management

arXiv 1712.05181 ↗First posted 14 Dec 2017cs.CL cs.AI cs.LGcited by 67

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Abstract (arXiv)

We introduce a pair of tools, Rasa NLU and Rasa Core, which are open source python libraries for building conversational software. Their purpose is to make machine-learning based dialogue management and language understanding accessible to non-specialist software developers. In terms of design philosophy, we aim for ease of use, and bootstrapping from minimal (or no) initial training data. Both packages are extensively documented and ship with a comprehensive suite of tests. The code is available at https://github.com/RasaHQ/

Key facts. Cited by 67 papers in the map (data through 14 Oct 2026). First posted on arXiv 14 Dec 2017.

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Citing papers per year: 2021: 8; 2022: 12; 2023: 13; 2024: 18; 2025: 12; 2026: 4.

67 papers.

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  1. 2023NeMo Guardrails: A Toolkit for Controllable and Safe LLM Applications with Programmable Railscited by 365
  2. 2023nl2spec: Interactively Translating Unstructured Natural Language to Temporal Logics with Large Language Modelscited by 60
  3. 2024AI Safety in Generative AI Large Language Models: A Surveycited by 33
  4. 2022ConvLab-3: A Flexible Dialogue System Toolkit Based on a Unified Data Formatcited by 22
  5. 2022Data Augmentation with Paraphrase Generation and Entity Extraction for Multimodal Dialogue Systemcited by 16
  6. 2023An Integrative Survey on Mental Health Conversational Agents to Bridge Computer Science and Medical Perspectivescited by 16
  7. 2023ENIGMA-51: Towards a Fine-Grained Understanding of Human-Object Interactions in Industrial Scenarioscited by 11
  8. 2024Towards Optimizing and Evaluating a Retrieval Augmented QA Chatbot using LLMs with Human in the Loopcited by 10
  9. 2022Structure Extraction in Task-Oriented Dialogues with Slot Clusteringcited by 8
  10. 2024Task-Oriented Dialogue with In-Context Learningcited by 8
  11. 2024NLP for The Greek Language: A Longer Surveycited by 8
  12. 2024Script-Strategy Aligned Generation: Aligning LLMs with Expert-Crafted Dialogue Scripts and Therapeutic Strategies for Psychotherapycited by 7
38 more
  1. 2022Converse: A Tree-Based Modular Task-Oriented Dialogue Systemcited by 6
  2. 2023DeepSeer: Interactive RNN Explanation and Debugging via State Abstractioncited by 6
  3. 2023DeepLens: Interactive Out-of-distribution Data Detection in NLP Modelscited by 5
  4. 2023An Expression Tree Decoding Strategy for Mathematical Equation Generationcited by 4
  5. 2025AI-Enabled Conversational Journaling for Advancing Parkinson's Disease Symptom Trackingcited by 4
  6. 2021A Hybrid Task-Oriented Dialog System with Domain and Task Adaptive Pretrainingcited by 3
  7. 2021Evaluating Pretrained Transformer Models for Entity Linking in Task-Oriented Dialogcited by 3
  8. 2022On Safe and Usable Chatbots for Promoting Voter Participationcited by 3
  9. 2024Unsupervised Extraction of Dialogue Policies from Conversationscited by 3
  10. 2025SDialog: A Python Toolkit for End-to-End Agent Building, User Simulation, Dialog Generation, and Evaluationcited by 3
  11. 2021Developing a Conversational Recommendation System for Navigating Limited Optionscited by 2
  12. 2021End-to-End Natural Language Understanding Pipeline for Bangla Conversational Agentscited by 2
  13. 2022Quick Starting Dialog Systems with Paraphrase Generationcited by 2
  14. 2022Farmer-Bot: An Interactive Bot for Farmerscited by 2
  15. 2022NLU for Game-based Learning in Real: Initial Evaluationscited by 2
  16. 2022End-to-End Evaluation of a Spoken Dialogue System for Learning Basic Mathematicscited by 2
  17. 2024Bridging the Skills Gap: Evaluating an AI-Assisted Provider Platform to Support Care Providers with Empathetic Delivery of Protocolized Therapycited by 2
  18. 2024Controllable and Reliable Knowledge-Intensive Task-Oriented Conversational Agents with Declarative Genie Worksheetscited by 2
  19. 2025URAG: Implementing a Unified Hybrid RAG for Precise Answers in University Admission Chatbots -- A Case Study at HCMUTcited by 2
  20. 2025Beyond Task-Oriented and Chitchat Dialogues: Proactive and Transition-Aware Conversational Agentscited by 2
  21. 2021ConveRT for FAQ Answeringcited by 1
  22. 2021Improved Goal Oriented Dialogue via Utterance Generation and Look Aheadcited by 1
  23. 2022A Chit-Chats Enhanced Task-Oriented Dialogue Corpora for Fuse-Motive Conversation Systemscited by 1
  24. 2023Evaluating Chatbots to Promote Users' Trust -- Practices and Open Problemscited by 1
  25. 2024RV4Chatbot: Are Chatbots Allowed to Dream of Electric Sheep?cited by 1
  26. 2024Task-Oriented Dialog Systems for the Senegalese Wolof Languagecited by 1
  27. 2025Marcel: A Lightweight and Open-Source Conversational Agent for University Student Supportcited by 1
  28. 2026NAAMSE: Framework for Evolutionary Security Evaluation of Agentscited by 1
  29. 2026Training-Free versus Training-Based Intent Classification in LLMs: Accuracy, Robustness, and Failure Modescited by 1
  30. 2021SF-QA: Simple and Fair Evaluation Library for Open-domain Question Answeringcited by 0
  31. 2021COVID-19 Smart Chatbot Prototype for Patient Monitoringcited by 0
  32. 2022ISA-bEL: Intelligent Search Algorithm based on Entity Linkingcited by 0
  33. 2022Flowstorm: Open-Source Platform with Hybrid Dialogue Architecturecited by 0
  34. 2023Understanding the Complexity and Its Impact on Testing in ML-Enabled Systemscited by 0
  35. 2023Improving the Intent Classification accuracy in Noisy Environmentcited by 0
  36. 2023Inspecting Spoken Language Understanding from Kids for Basic Math Learning at Homecited by 0
  37. 2023Voice-Based Smart Assistant System for Vehicles using RASAcited by 0
  38. 2023TESS: A Multi-intent Parser for Conversational Multi-Agent Systems with Decentralized Natural Language Understanding Modelscited by 0

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