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 501–550 of 606 papers

TitleStatusHype
A Reranking Model for Discourse Segmentation using Subtree Features—0
Sentence Semantic Regression for Text Generation—0
Sentiment Analysis for Reinforcement Learning—0
SEPRG: Sentiment aware Emotion controlled Personalized Response Generation—0
Sequence-Level Certainty Reduces Hallucination In Knowledge-Grounded Dialogue Generation—0
Are Pre-trained Language Models Knowledgeable to Ground Open Domain Dialogues?—0
A Randomized Link Transformer for Diverse Open-Domain Dialogue Generation—0
Similarity Based Label Smoothing For Dialogue Generation—0
Similarity-Based Reconstruction Loss for Meaning Representation—0
ValueNet: A New Dataset for Human Value Driven Dialogue System—0
Simulated Annealing for Emotional Dialogue Systems—0
Single- vs. Dual-Prompt Dialogue Generation with LLMs for Job Interviews in Human Resources—0
Dirichlet Latent Variable Hierarchical Recurrent Encoder-Decoder in Dialogue Generation—0
DiffusionDialog: A Diffusion Model for Diverse Dialog Generation with Latent Space—0
Diverse dialogue generation with context dependent dynamic loss function—0
DiffuSIA: A Spiral Interaction Architecture for Encoder-Decoder Text Diffusion—0
Self-Emotion Blended Dialogue Generation in Social Simulation Agents—0
Diversifying Neural Dialogue Generation via Negative Distillation—0
Diversifying Neural Dialogue Generation via Negative Distillation—0
Adaptive Bridge between Training and Inference for Dialogue—0
DLGNet-Task: An End-to-end Neural Network Framework for Modeling Multi-turn Multi-domain Task-Oriented Dialogue—0
DLVGen: A Dual Latent Variable Approach to Personalized Dialogue Generation—0
DiaSynth: Synthetic Dialogue Generation Framework for Low Resource Dialogue Applications—0
Dolphin: A Challenging and Diverse Benchmark for Arabic NLG—0
An Investigation of Suitability of Pre-Trained Language Models for Dialogue Generation – Avoiding Discrepancies—0
VScript: Controllable Script Generation with Visual Presentation—0
DSBERT:Unsupervised Dialogue Structure learning with BERT—0
A New Data Normalization Method to Improve Dialogue Generation by Minimizing Long Tail Effect—0
Dynamically Retrieving Knowledge via Query Generation for Informative Dialogue Generation—0
Dynamic Feature Selection with Attention in Incremental Parsing—0
Dynamic Knowledge Graph-based Dialogue Generation with Improved Adversarial Meta-Learning—0
Dynamic Stochastic Decoding Strategy for Open-Domain Dialogue Generation—0
E-CORE: Emotion Correlation Enhanced Empathetic Dialogue Generation—0
STAMPsy: Towards SpatioTemporal-Aware Mixed-Type Dialogues for Psychological Counseling—0
DFM: Dialogue Foundation Model for Universal Large-Scale Dialogue-Oriented Task Learning—0
Active Defense Against Social Engineering: The Case for Human Language Technology—0
Emotional Support with LLM-based Empathetic Dialogue Generation—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
Dialogue-act-driven Conversation Model : An Experimental Study—0
Empathetic Dialogue Generation with Pre-trained RoBERTa-GPT2 and External Knowledge—0
DialoGPS: Dialogue Path Sampling in Continuous Semantic Space for Data Augmentation in Multi-Turn Conversations—0
Does Collaborative Human-LM Dialogue Generation Help Information Extraction from Human Dialogues?—0
An Empirical Bayes Framework for Open-Domain Dialogue Generation—0
Streamlining Biomedical Research with Specialized LLMs—0
Enhancing Dialogue Generation in Werewolf Game Through Situation Analysis and Persuasion Strategies—0
DG2: Data Augmentation Through Document Grounded Dialogue Generation—0
Enhancing Dialogue Generation via Multi-Level Contrastive Learning—0
StyleChat: Learning Recitation-Augmented Memory in LLMs for Stylized Dialogue Generation—0
Enhancing Large Language Model Induced Task-Oriented Dialogue Systems Through Look-Forward Motivated Goals—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