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 401–450 of 606 papers

TitleStatusHype
Adversarial evaluation for open-domain dialogue generation—0
Towards human-like spoken dialogue generation between AI agents from written dialogue—0
Rethinking the Alignment of Psychotherapy Dialogue Generation with Motivational Interviewing Strategies—0
Neural Multi-task Text Normalization and Sanitization with Pointer-Generator—0
Neural Text Generation in Stories Using Entity Representations as Context—0
NEXUS Network: Connecting the Preceding and the Following in Dialogue Generation—0
Building Resource-Constrained Language Agents: A Korean Case Study on Chemical Toxicity Information—0
Non-Autoregressive Neural Dialogue Generation—0
Bridging the Gap between Prior and Posterior Knowledge Selection for Knowledge-Grounded Dialogue Generation—0
OmniDialog: An Omnipotent Pre-training Model for Task-Oriented Dialogue System—0
On Controlling Fallback Responses for Grounded Dialogue Generation—0
One-to-Many and Many-to-One Dialogue Learning via Sentence Semantic Segmentation Guided Conditional Variational Auto-Encoder—0
On Orthogonality Constraints for Transformers—0
Towards Interpretable Chit-chat: Open Domain Dialogue Generation with Dialogue Acts—0
X-Eval: Generalizable Multi-aspect Text Evaluation via Augmented Instruction Tuning with Auxiliary Evaluation Aspects—0
Ontologically Faithful Generation of Non-Player Character Dialogues—0
Open-Domain Dialogue Generation Based on Pre-trained Language Models—0
Open-domain Dialogue Generation Grounded with Dynamic Multi-form Knowledge Fusion—0
Open-domain Dialogue Generation: What We Can Do, Cannot Do, And Should Do Next—0
Open Domain Dialogue Generation with Latent Images—0
HUMBO: Bridging Response Generation and Facial Expression Synthesis—0
BP4ER: Bootstrap Prompting for Explicit Reasoning in Medical Dialogue Generation—0
ORD: Object Relationship Discovery for Visual Dialogue Generation—0
BotsTalk: Machine-Sourced Framework for Automatic Curation of Large-scale Multi-skill Dialogue Datasets—0
Towards Low-Resource Semi-Supervised Dialogue Generation with Meta-Learning—0
Pan More Gold from the Sand: Refining Open-domain Dialogue Training with Noisy Self-Retrieval Generation—0
Boosting Text Classification Performance on Sexist Tweets by Text Augmentation and Text Generation Using a Combination of Knowledge Graphs—0
Blending Reward Functions via Few Expert Demonstrations for Faithful and Accurate Knowledge-Grounded Dialogue Generation—0
Partner Personas Generation for Diverse Dialogue Generation—0
Advancing Multi-Party Dialogue Framework with Speaker-ware Contrastive Learning—0
Training an integrated sentence planner on user dialogue—0
Persona-Knowledge Dialogue Multi-Context Retrieval and Enhanced Decoding Methods—0
Bilevel Scheduled Sampling for Dialogue Generation—0
SuperChat: Dialogue Generation by Transfer Learning from Vision to Language using Two-dimensional Word Embedding and Pretrained ImageNet CNN Models—0
Benchmarking Expressive Japanese Character Text-to-Speech with VITS and Style-BERT-VITS2—0
A Dual-Attention Hierarchical Recurrent Neural Network for Dialogue Act Classification—0
Automatic Question Generation using Relative Pronouns and Adverbs—0
PLATO-K: Internal and External Knowledge Enhanced Dialogue Generation—0
Transformer-Based Conditioned Variational Autoencoder for Dialogue Generation—0
Automatic Conditional Generation of Personalized Social Media Short Texts—0
PlugMed: Improving Specificity in Patient-Centered Medical Dialogue Generation using In-Context Learning—0
Policy-driven Knowledge Selection and Response Generation for Document-grounded Dialogue—0
A Unified Virtual Mixture-of-Experts Framework:Enhanced Inference and Hallucination Mitigation in Single-Model System—0
Position Debiasing Fine-Tuning for Causal Perception in Long-Term Dialogue—0
Prediction, Selection, and Generation: Exploration of Knowledge-Driven Conversation System—0
A Two-Stage Proactive Dialogue Generator for Efficient Clinical Information Collection Using Large Language Model—0
Proactive Assistant Dialogue Generation from Streaming Egocentric Videos—0
Attribution and Alignment: Effects of Local Context Repetition on Utterance Production and Comprehension in Dialogue—0
Profanity-Avoiding Training Framework for Seq2seq Models with Certified Robustness—0
Translation vs. Dialogue: A Comparative Analysis of Sequence-to-Sequence Modeling—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