SOTAVerified

Response Generation

A task where an agent should play the $DE$ role and generate a text to respond to a $P$ message.

Papers

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Showing 151–160 of 914 papers

TitleStatusHype
Beyond Domain APIs: Task-oriented Conversational Modeling with Unstructured Knowledge AccessCode1
Situated and Interactive Multimodal ConversationsCode1
Fluent Response Generation for Conversational Question AnsweringCode1
SOLOIST: Building Task Bots at Scale with Transfer Learning and Machine TeachingCode1
A Simple Language Model for Task-Oriented DialogueCode1
A Controllable Model of Grounded Response GenerationCode1
Conversations with Search Engines: SERP-based Conversational Response GenerationCode1
Multi-Domain Dialogue Acts and Response Co-GenerationCode1
PALM: Pre-training an Autoencoding&Autoregressive Language Model for Context-conditioned GenerationCode1
Variational Transformers for Diverse Response GenerationCode1
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All datasetsSIMMC2.0ArgSciChatMMConv

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PaCEBLEU34.1—Unverified
2BART-largeBLEU33.1—Unverified
3BART-baseBLEU29.4—Unverified
4MTNBLEU21.7—Unverified
5GPT-2BLEU19.2—Unverified
#ModelMetricClaimedVerifiedStatus
1LED(Q,F)Message-F119.54—Unverified
2LED(Q,P,H)Message-F116.14—Unverified
3LED(Q,P)Message-F114.25—Unverified
#ModelMetricClaimedVerifiedStatus
1PaCEBLEU22—Unverified
2SimpleTODBLEU20.3—Unverified