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 341–350 of 914 papers

TitleStatusHype
On the Effectiveness of Offline RL for Dialogue Response GenerationCode0
Cascaded Span Extraction and Response Generation for Document-Grounded DialogCode0
Harnessing the Power of Large Language Models for Empathetic Response Generation: Empirical Investigations and ImprovementsCode0
Implicit Deep Latent Variable Models for Text GenerationCode0
DuetSim: Building User Simulator with Dual Large Language Models for Task-Oriented DialoguesCode0
Personalized LLM for Generating Customized Responses to the Same Query from Different UsersCode0
APTNESS: Incorporating Appraisal Theory and Emotion Support Strategies for Empathetic Response GenerationCode0
A Unified Multi-task Learning Framework for Multi-goal Conversational Recommender SystemsCode0
GINGER: Grounded Information Nugget-Based Generation of ResponsesCode0
GSN: A Graph-Structured Network for Multi-Party DialoguesCode0
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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