- This is repository contains papers for of Open Domain, Personalized Conversational AI.
- The papers tackle the challenges in building a long-term memory, personalized conversational AI that is consistent (with itself), knowledgeable, correct and engaging.
- Learning towards conversational AI: A survey, 2022. [paper]
- Retrieval Augmentation Reduces Hallucination in Conversation, 2021. [paper]
- A Survey on Response Selection for Retrieval-based Dialogues, 2021. [paper]
- What you need is retrieval - Current Limitations of Language Models, 2020. [paper]
- Augmenting Pre-trained Language Models with QA-Memory for Open-Domain Question Answering, 2022. [paper]
- Standing on the Shoulders of Giant Frozen Language Models, 2022. [paper]
Memorizing Transformers, 2022. [paper][code]∞-former- Infinite Memory Transformer, 2022. [paper] [code]- Relational Memory Augmented Language Models, 2022. [paper]
- Dialogue History Matters! Personalized Response Selection in Multi-Turn Retrieval-Based Chatbots, 2021. [paper]
- Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering, 2021. [paper]
RetGen- A Joint framework for Retrieval and Grounded Text Generation Modeling, 2021. [paper]Beyond Goldfish Memory- Long-Term Open-Domain Conversation, 2021. [paper]RETRO- Improving language models by retrieving from trillions of tokens, 2021. [paper][code]REALM- Retrieval-Augmented Language Model Pre-Training, 2020. [paper][HuggingFace]Multi-Attentive Transformer- A Response Retrieval Approach for Dialogue Using a Multi-Attentive Transformer, 2020. [paper]- Hybrid Generative-Retrieval Transformers for Dialogue Domain Adaptation, 2020. [paper]
- Augmenting Transformers with KNN-Based Composite Memory for Dialogue, 2020. [paper]
RAG- Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks, 2020. [paper][HuggingFace]TransformerXL- Attentive Language Models Beyond a Fixed-Length Context, 2019. [paper]
- Internet-augmented language models through few-shot prompting for open-domain question answering, 2022. [paper]
SeeKeR- Language Models that Seek for Knowledge: Modular Search & Generation for Dialogue and Prompt Completion, 2022. [paper][code]LaMDA- Language Models for Dialog Applications, 2022. [paper]- Internet-augmented Dialogue Generation, 2021. [paper]
WebGPT- Browser-assisted question-answering with human feedback, 2021. [paper]
- Long Time No See! Open-Domain Conversation with Long-Term Persona Memory, 2022. [paper]
EmpTransfo- A Multi-head Transformer Architecture for Creating Empathetic Dialog Systems, 2020. [paper] [code]Meena- Towards a Human-like Open-Domain Chatbot, 2020. [paper]
BLOOM, 2022. [HuggingFace]OPT, 2022. [HuggingFace]GPT-Neo-X, 2022. [HuggingFace]DialoGPT, 2019. [HuggingFace]