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 451–500 of 606 papers

TitleStatusHype
Attribute Controlled Dialogue Prompting—0
TransSent: Towards Generation of Structured Sentences with Discourse Marker—0
ProphetChat: Enhancing Dialogue Generation with Simulation of Future Conversation—0
A Systematic Evaluation of Large Language Models for Natural Language Generation Tasks—0
Prototype-to-Style: Dialogue Generation with Style-Aware Editing on Retrieval Memory—0
TSDG: Content-aware Neural Response Generation with Two-stage Decoding Process—0
PsyPlay: Personality-Infused Role-Playing Conversational Agents—0
A Survey of Text Watermarking in the Era of Large Language Models—0
Queens are Powerful too: Mitigating Gender Bias in Dialogue Generation—0
Ranking Enhanced Dialogue Generation—0
TV-Dialogue: Crafting Theme-Aware Video Dialogues with Immersive Interaction—0
Two-Stage Stochastic Natural Language Generation for Email Synthesis by Modeling Sender Style and Topic Structure—0
Reasoning in Conversation: Solving Subjective Tasks through Dialogue Simulation for Large Language Models—0
Recent Trends in Personalized Dialogue Generation: A Review of Datasets, Methodologies, and Evaluations—0
Uncertainty Modeling for Machine Comprehension Systems using Efficient Bayesian Neural Networks—0
Reference-Aware Language Models—0
A Static and Dynamic Attention Framework for Multi Turn Dialogue Generation—0
Refine and Imitate: Reducing Repetition and Inconsistency in Dialogue Generation via Reinforcement Learning and Human Demonstration—0
ReflectDiffu:Reflect between Emotion-intent Contagion and Mimicry for Empathetic Response Generation via a RL-Diffusion Framework—0
U-NEED: A Fine-grained Dataset for User Needs-Centric E-commerce Conversational Recommendation—0
Regularizing Dialogue Generation by Imitating Implicit Scenarios—0
Unleashing Potential of Evidence in Knowledge-Intensive Dialogue Generation—0
RepSum: Unsupervised Dialogue Summarization based on Replacement Strategy—0
Research on emotionally intelligent dialogue generation based on automatic dialogue system—0
Response-act Guided Reinforced Dialogue Generation for Mental Health Counseling—0
Response Generation with Context-Aware Prompt Learning—0
Unstructured Text Enhanced Open-domain Dialogue System: A Systematic Survey—0
X-ReCoSa: Multi-Scale Context Aggregation For Multi-Turn Dialogue Generation—0
Rethinking the Agreement in Human Evaluation Tasks—0
Retrieval-based Goal-Oriented Dialogue Generation—0
RLAIF vs. RLHF: Scaling Reinforcement Learning from Human Feedback with AI Feedback—0
RMHIDD: A Reddit Mental Health Intervention Dialogue Dataset—0
Robust Task-Oriented Dialogue Generation with Contrastive Pre-training and Adversarial Filtering—0
Knowledge Injection into Dialogue Generation via Language Models—0
A Stack-Propagation Framework for Low-Resource Personalized Dialogue Generation—0
A Speaker-aware Parallel Hierarchical Attentive Encoder-Decoder Model for Multi-turn Dialogue Generation—0
SalesBot: Transitioning from Chit-Chat to Task-Oriented Dialogues—0
A Shoulder to Cry on: Towards A Motivational Virtual Assistant for Assuaging Mental Agony—0
Scene-Aware Prompt for Multi-modal Dialogue Understanding and Generation—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
UPCS: Unbiased Persona Construction for Dialogue Generation—0
Are Training Samples Correlated? Learning to Generate Dialogue Responses with Multiple References—0
Self-Attentional Models Application in Task-Oriented Dialogue Generation Systems—0
Self-Attention-Based Message-Relevant Response Generation for Neural Conversation Model—0
Adaptive Bridge between Training and Inference for Dialogue Generation—0
Semantic Content Prediction for Generating Interviewing Dialogues to Elicit Users’ Food Preferences—0
Semantic Diversity in Dialogue with Natural Language Inference—0
Semantic Guidance of Dialogue Generation with Reinforcement Learning—0
User-Specific Dialogue Generation with User Profile-Aware Pre-Training Model and Parameter-Efficient Fine-Tuning—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