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 151–200 of 606 papers

TitleStatusHype
A Static and Dynamic Attention Framework for Multi Turn Dialogue Generation—0
Contextual Knowledge Learning For Dialogue Generation—0
Context-dependent Instruction Tuning for Dialogue Response Generation—0
A Stack-Propagation Framework for Low-Resource Personalized Dialogue Generation—0
Almanac: Retrieval-Augmented Language Models for Clinical Medicine—0
A Cause-Effect Look at Alleviating Hallucination of Knowledge-grounded Dialogue Generation—0
GripRank: Bridging the Gap between Retrieval and Generation via the Generative Knowledge Improved Passage Ranking—0
Context-aware Natural Language Generation for Spoken Dialogue Systems—0
Constructing Emotion Consensus and Utilizing Unpaired Data for Empathetic Dialogue Generation—0
A Speaker-aware Parallel Hierarchical Attentive Encoder-Decoder Model for Multi-turn Dialogue Generation—0
Constructing Emotional Consensus and Utilizing Unpaired Data for Empathetic Dialogue Generation—0
Aligning Dialogue Agents with Global Feedback via Large Language Model Reward Decomposition—0
ConsistentChat: Building Skeleton-Guided Consistent Dialogues for Large Language Models from Scratch—0
Commonsense-Aware Prompting for Controllable Empathetic Dialogue Generation—0
A Shoulder to Cry on: Towards A Motivational Virtual Assistant for Assuaging Mental Agony—0
A Semi-Supervised Stable Variational Network for Promoting Replier-Consistency in Dialogue Generation—0
A Benchmark for Understanding and Generating Dialogue between Characters in Stories—0
Goal-Embedded Dual Hierarchical Model for Task-Oriented Dialogue Generation—0
Combining Curriculum Learning and Knowledge Distillation for Dialogue Generation—0
CoLV: A Collaborative Latent Variable Model for Knowledge-Grounded Dialogue Generation—0
Are Training Samples Correlated? Learning to Generate Dialogue Responses with Multiple References—0
Collaborative Reasoning on Multi-Modal Semantic Graphs for Video-Grounded Dialogue Generation—0
CMed-GPT: Prompt Tuning for Entity-Aware Chinese Medical Dialogue Generation—0
A Reranking Model for Discourse Segmentation using Subtree Features—0
A Knowledge storage and semantic space alignment Method for Multi-documents dialogue generation—0
ChatZero:Zero-shot Cross-Lingual Dialogue Generation via Pseudo-Target Language—0
Are Pre-trained Language Models Knowledgeable to Ground Open Domain Dialogues?—0
Adaptive Bridge between Training and Inference for Dialogue Generation—0
E-CORE: Emotion Correlation Enhanced Empathetic Dialogue Generation—0
A Randomized Link Transformer for Diverse Open-Domain Dialogue Generation—0
SuperChat: Dialogue Generation by Transfer Learning from Vision to Language using Two-dimensional Word Embedding and Pretrained ImageNet CNN Models—0
Generating Relevant and Coherent Dialogue Responses using Self-separated Conditional Variational AutoEncoders—0
GFDC: Graph Function Dependence for Logically Consistent Dialogue Response Beyond Persona Data—0
Grounded Dialogue Generation with Cross-encoding Re-ranker, Grounding Span Prediction, and Passage Dropout—0
Dynamic Stochastic Decoding Strategy for Open-Domain Dialogue Generation—0
Dynamic Knowledge Graph-based Dialogue Generation with Improved Adversarial Meta-Learning—0
Generalizable and Explainable Dialogue Generation via Explicit Action Learning—0
Dynamic Feature Selection with Attention in Incremental Parsing—0
Dynamically Retrieving Knowledge via Query Generation for Informative Dialogue Generation—0
DSBERT:Unsupervised Dialogue Structure learning with BERT—0
Building Knowledge-Grounded Dialogue Systems with Graph-Based Semantic Modeling—0
Rethinking the Alignment of Psychotherapy Dialogue Generation with Motivational Interviewing Strategies—0
A Joint Training Framework for Open-World Knowledge Graph Embeddings—0
GE-Blender: Graph-Based Knowledge Enhancement for Blender—0
Emotional Support with LLM-based Empathetic Dialogue Generation—0
Generate, Delete and Rewrite: A Three-Stage Framework for Improving Persona Consistency of 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
Empathetic Dialogue Generation with Pre-trained RoBERTa-GPT2 and External Knowledge—0
DLVGen: A Dual Latent Variable Approach to Personalized Dialogue Generation—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