SOTAVerified

Dialogue Generation

Dialogue generation is the task of "understanding" natural language inputs - within natural language processing in order to produce output. The systems are usually intended for conversing with humans, for instance back and forth dialogue with a conversation agent like a chatbot. Some example benchmarks for this task (see others such as Natural Language Understanding) include FusedChat and Ubuntu DIalogue Corpus (UDC). Models can be evaluated via metrics such as BLEU, ROUGE, and METEOR albeit with challenges in terms of weak correlation with human judgement, that may be addressed by new ones like UnSupervised and Reference-free (USR) and Metric for automatic Unreferenced dialog evaluation (MaUde).

Papers

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Showing 251–300 of 606 papers

TitleStatusHype
Dirichlet Latent Variable Hierarchical Recurrent Encoder-Decoder in Dialogue Generation—0
Goal-Embedded Dual Hierarchical Model for Task-Oriented Dialogue Generation—0
Aging Memories Generate More Fluent Dialogue Responses with Memory Augmented Neural Networks—0
DiffusionDialog: A Diffusion Model for Diverse Dialog Generation with Latent Space—0
DiffuSIA: A Spiral Interaction Architecture for Encoder-Decoder Text Diffusion—0
Learning to Select Context in a Hierarchical and Global Perspective for Open-domain Dialogue Generation—0
Learning towards Selective Data Augmentation for Dialogue Generation—0
DiaSynth: Synthetic Dialogue Generation Framework for Low Resource Dialogue Applications—0
BotsTalk: Machine-Sourced Framework for Automatic Curation of Large-scale Multi-skill Dialogue Datasets—0
DFM: Dialogue Foundation Model for Universal Large-Scale Dialogue-Oriented Task Learning—0
Boosting Text Classification Performance on Sexist Tweets by Text Augmentation and Text Generation Using a Combination of Knowledge Graphs—0
A New Data Normalization Method to Improve Dialogue Generation by Minimizing Long Tail Effect—0
Modeling Psychotherapy Dialogues with Kernelized Hashcode Representations: A Nonparametric Information-Theoretic Approach—0
Dialogue Generation on Infrequent Sentence Functions via Structured Meta-Learning—0
A Factuality and Diversity Reconciled Decoding Method for Knowledge-Grounded Dialogue Generation—0
Learning to Express in Knowledge-Grounded Conversation—0
Learning to Improve Persona Consistency in Multi-party Dialogue Generation via Text Knowledge Enhancement—0
Less is More: Learning to Refine Dialogue History for Personalized Dialogue Generation—0
Dialogue-act-driven Conversation Model : An Experimental Study—0
DialoGPS: Dialogue Path Sampling in Continuous Semantic Space for Data Augmentation in Multi-Turn Conversations—0
Blending Reward Functions via Few Expert Demonstrations for Faithful and Accurate Knowledge-Grounded Dialogue Generation—0
Does Collaborative Human-LM Dialogue Generation Help Information Extraction from Human Dialogues?—0
DG2: Data Augmentation Through Document Grounded Dialogue Generation—0
Bilevel Scheduled Sampling for Dialogue Generation—0
DG2: Data Augmentation Through Document Grounded Dialogue Generation—0
Designing Multilingual Interactive Agents using Small Dialogue Corpora—0
Learning from Perturbations: Diverse and Informative Dialogue Generation with Inverse Adversarial Training—0
Design and Development of Spoken Dialogue System in Indic Languages—0
Action2Dialogue: Generating Character-Centric Narratives from Scene-Level Prompts—0
Learning from Mistakes: Combining Ontologies via Self-Training for Dialogue Generation—0
Learning Low-frequency Patterns with A Pre-trained Document-Grounded Conversation Model—0
Defending against Backdoor Attacks in Natural Language Generation—0
Benchmarking Expressive Japanese Character Text-to-Speech with VITS and Style-BERT-VITS2—0
Investigating Content Planning for Navigating Trade-offs in Knowledge-Grounded Dialogue—0
Internet-Augmented Dialogue Generation—0
Deep RL with Hierarchical Action Exploration for Dialogue Generation—0
Adversarial evaluation for open-domain dialogue generation—0
Intent-Aware Dialogue Generation and Multi-Task Contrastive Learning for Multi-Turn Intent Classification—0
Deep Reinforcement Learning-based Authentic Dialogue Generation To Protect Youth From Cybergrooming—0
Automatic Question Generation using Relative Pronouns and Adverbs—0
Self-Emotion Blended Dialogue Generation in Social Simulation Agents—0
InferEM: Inferring the Speaker's Intention for Empathetic Dialogue Generation—0
Deep Latent-Variable Models for Text Generation—0
"In Dialogues We Learn": Towards Personalized Dialogue Without Pre-defined Profiles through In-Dialogue Learning—0
Incorporating Medical Knowledge to Transformer-based Language Models for Medical Dialogue Generation—0
Investigating and Addressing Hallucinations of LLMs in Tasks Involving Negation—0
Deep Active Learning for Dialogue Generation—0
Investigating the Effects of Large-Scale Pseudo-Stereo Data and Different Speech Foundation Model on Dialogue Generative Spoken Language Model—0
AfriWOZ: Corpus for Exploiting Cross-Lingual Transferability for Generation of Dialogues in Low-Resource, African Languages—0
Language Modeling for Morphologically Rich Languages: Character-Aware Modeling for Word-Level Prediction—0
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All datasetsPersona-ChatFusedChatHarry Potter Dialogue DatasetAmazon-5CMU DoGPG-19Reddit (multi-ref)Twitter Dialogue (Noun)Twitter Dialogue (Tense)Ubuntu Dialogue (Activity)Ubuntu Dialogue (Cmd)Ubuntu Dialogue (Entity)

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1LMEDRAvg F121.99—Unverified
2P^2 BotAvg F119.77—Unverified
3TransferTransfoAvg F119.09—Unverified
4Seq2Seq + AttentionAvg F116.18—Unverified
5Synthesizer (R+V)BLEU-114.7—Unverified
6KV Profile MemoryAvg F111.9—Unverified
#ModelMetricClaimedVerifiedStatus
1Classification-based modelSlot Accuracy0.97—Unverified
2Two-in-one modelSlot Accuracy0.97—Unverified
#ModelMetricClaimedVerifiedStatus
1EVAmauve0.97—Unverified
2Per-BOBmauve0.95—Unverified
#ModelMetricClaimedVerifiedStatus
1mm1 in 10 R@25—Unverified
#ModelMetricClaimedVerifiedStatus
1∞-former (Sticky memories)F19.01—Unverified
#ModelMetricClaimedVerifiedStatus
1∞-former (Sticky memories + initialized GPT-2 Small)Perplexity32.48—Unverified
#ModelMetricClaimedVerifiedStatus
1SpaceFusioninterest (human)2.53—Unverified
#ModelMetricClaimedVerifiedStatus
1MrRNN Act.-Ent.F14.63—Unverified
#ModelMetricClaimedVerifiedStatus
1MrRNN Act.-Ent.Accuracy34.48—Unverified
#ModelMetricClaimedVerifiedStatus
1MrRNN Act.-Ent.F111.43—Unverified
#ModelMetricClaimedVerifiedStatus
1MrRNN Act.-Ent.Accuracy95.04—Unverified
#ModelMetricClaimedVerifiedStatus
1MrRNN Act.-Ent.F13.72—Unverified
#ModelMetricClaimedVerifiedStatus
1MrRNN Act.-Ent.Accuracy29.01—Unverified