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 201–250 of 606 papers

TitleStatusHype
Dynamic Stochastic Decoding Strategy for Open-Domain Dialogue Generation—0
Collaborative Reasoning on Multi-Modal Semantic Graphs for Video-Grounded Dialogue Generation—0
CoLV: A Collaborative Latent Variable Model for Knowledge-Grounded Dialogue Generation—0
Enhancing Dialogue Generation in Werewolf Game Through Situation Analysis and Persuasion Strategies—0
Dynamic Knowledge Graph-based Dialogue Generation with Improved Adversarial Meta-Learning—0
Enhancing Dialogue Generation via Multi-Level Contrastive Learning—0
"In Dialogues We Learn": Towards Personalized Dialogue Without Pre-defined Profiles through In-Dialogue Learning—0
Dynamic Feature Selection with Attention in Incremental Parsing—0
Dynamically Retrieving Knowledge via Query Generation for Informative Dialogue Generation—0
Enhancing Persona Consistency for LLMs' Role-Playing using Persona-Aware Contrastive Learning—0
InferEM: Inferring the Speaker's Intention for Empathetic Dialogue Generation—0
Enhancing Role-playing Systems through Aggressive Queries: Evaluation and Improvement—0
ConsistentChat: Building Skeleton-Guided Consistent Dialogues for Large Language Models from Scratch—0
Entropy-Enhanced Multimodal Attention Model for Scene-Aware Dialogue Generation—0
DSBERT:Unsupervised Dialogue Structure learning with BERT—0
Incorporate Dependency Relation Knowledge into Transformer Block for Multi-turn Dialogue Generation—0
Improving Variational Encoder-Decoders in Dialogue Generation—0
Constructing Emotional Consensus and Utilizing Unpaired Data for Empathetic Dialogue Generation—0
Evaluating Gender Bias Transfer from Film Data—0
A Joint Training Framework for Open-World Knowledge Graph Embeddings—0
Incorporating Medical Knowledge to Transformer-based Language Models for Medical Dialogue Generation—0
A Speaker-aware Parallel Hierarchical Attentive Encoder-Decoder Model for Multi-turn Dialogue Generation—0
Context-dependent Instruction Tuning for Dialogue Response Generation—0
A Stack-Propagation Framework for Low-Resource Personalized Dialogue Generation—0
Exploring Effective Information Utilization in Multi-Turn Topic-Driven Conversations—0
Exploring Persona Sentiment Sensitivity in Personalized Dialogue Generation—0
Extended Named Entity Recognition API and Its Applications in Language Education—0
Fact-based Dialogue Generation with Convergent and Divergent Decoding—0
Controllable and Diverse Data Augmentation with Large Language Model for Low-Resource Open-Domain Dialogue Generation—0
Dolphin: A Challenging and Diverse Benchmark for Arabic NLG—0
Active Defense Against Social Engineering: The Case for Human Language Technology—0
Few-Shot Dialogue Generation Without Annotated Data: A Transfer Learning Approach—0
Learning to Generate Prompts for Dialogue Generation through Reinforcement Learning—0
Controllable Meaning Representation to Text Generation: Linearization and Data Augmentation Strategies—0
DLVGen: A Dual Latent Variable Approach to Personalized Dialogue Generation—0
DLGNet-Task: An End-to-end Neural Network Framework for Modeling Multi-turn Multi-domain Task-Oriented Dialogue—0
Adaptive Bridge between Training and Inference for Dialogue—0
Building Resource-Constrained Language Agents: A Korean Case Study on Chemical Toxicity Information—0
Diversifying Neural Dialogue Generation via Negative Distillation—0
Diversifying Neural Dialogue Generation via Negative Distillation—0
GE-Blender: Graph-Based Knowledge Enhancement for Blender—0
Generalizable and Explainable Dialogue Generation via Explicit Action Learning—0
Bridging the Gap between Prior and Posterior Knowledge Selection for Knowledge-Grounded Dialogue Generation—0
Improving Matching Models with Hierarchical Contextualized Representations for Multi-turn Response Selection—0
Improving Personalized Dialogue Generation Models with Data-level Distillation and Diversification—0
Generating Emotionally Aligned Responses in Dialogues using Affect Control Theory—0
Diverse dialogue generation with context dependent dynamic loss function—0
Generating Personalized Dialogue via Multi-Task Meta-Learning—0
HUMBO: Bridging Response Generation and Facial Expression Synthesis—0
An Investigation of Suitability of Pre-Trained Language Models for Dialogue Generation – Avoiding Discrepancies—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