ML Research Wiki / Benchmarks / Conversational Response Selection / E-commerce

E-commerce

Conversational Response Selection Benchmark

Performance Over Time

📊 Showing 11 results | 📏 Metric: R10@1

Top Performing Models

Rank Model Paper R10@1 Date Code
1 DialMAE Dial-MAE: ConTextual Masked Auto-Encoder for Retrieval-based Dialogue Systems 0.93 2023-06-07 📦 suu990901/Dial-MAE
2 BERT-TL Two-Level Supervised Contrastive Learning for Response Selection in Multi-Turn Dialogue 0.93 2022-03-01 -
3 BERT-SL Learning an Effective Context-Response Matching Model with Self-Supervised Tasks for Retrieval-based Dialogues 0.78 2020-09-14 -
4 UMS_BERT+ Do Response Selection Models Really Know What's Next? Utterance Manipulation Strategies for Multi-turn Response Selection 0.76 2020-09-10 📦 taesunwhang/UMS-ResSel
5 SA-BERT+HCL Dialogue Response Selection with Hierarchical Curriculum Learning 0.72 2020-12-29 📦 yxuansu/HCL
6 SA-BERT Speaker-Aware BERT for Multi-Turn Response Selection in Retrieval-Based Chatbots 0.70 2020-04-07 📦 JasonForJoy/BERT-for-Response-Selection 📦 JasonForJoy/SA-BERT
7 IMN Interactive Matching Network for Multi-Turn Response Selection in Retrieval-Based Chatbots 0.62 2019-01-07 📦 JasonForJoy/IMN
8 U2U-IMN Utterance-to-Utterance Interactive Matching Network for Multi-Turn Response Selection in Retrieval-Based Chatbots 0.62 2019-11-16 📦 JasonForJoy/U2U-IMN
9 G-MSN The World is Not Binary: Learning to Rank with Grayscale Data for Dialogue Response Selection 0.61 2020-04-06 -
10 DUA Modeling Multi-turn Conversation with Deep Utterance Aggregation 0.50 2018-06-24 📦 cooelf/DeepUtteranceAggregation

All Papers (11)

suu990901/Dial-MAE
taesunwhang/UMS-ResSel
yxuansu/HCL
JasonForJoy/BERT-for-Response-Selection JasonForJoy/SA-BERT
JasonForJoy/IMN
JasonForJoy/U2U-IMN
cooelf/DeepUtteranceAggregation
MarkWuNLP/MultiTurnResponseSelection yangliuy/NeuralResponseRanking xiaobaicxy/SMN_Multi_Turn_Response_Selection_Pytorch