ML Research Wiki / Benchmarks / Conversational Response Selection / Douban

Douban

Conversational Response Selection Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: MAP

Top Performing Models

Rank Model Paper MAP Date Code
1 Uni-Enc+BERT-FP Uni-Encoder: A Fast and Accurate Response Selection Paradigm for Generation-Based Dialogue Systems 0.65 2021-06-02 📦 dll-wu/uni-encoder
2 SA-BERT+HCL Dialogue Response Selection with Hierarchical Curriculum Learning 0.64 2020-12-29 📦 yxuansu/HCL
3 UMS_BERT+ Do Response Selection Models Really Know What's Next? Utterance Manipulation Strategies for Multi-turn Response Selection 0.63 2020-09-10 📦 taesunwhang/UMS-ResSel
4 Uni-Encoder Uni-Encoder: A Fast and Accurate Response Selection Paradigm for Generation-Based Dialogue Systems 0.62 2021-06-02 📦 dll-wu/uni-encoder
5 SA-BERT Speaker-Aware BERT for Multi-Turn Response Selection in Retrieval-Based Chatbots 0.62 2020-04-07 📦 JasonForJoy/BERT-for-Response-Selection 📦 JasonForJoy/SA-BERT
6 Poly-encoder Poly-encoders: Transformer Architectures and Pre-training Strategies for Fast and Accurate Multi-sentence Scoring 0.61 2019-04-22 📦 sfzhou5678/PolyEncoder 📦 chijames/Poly-Encoder 📦 csong27/collision-bert
7 BERT An Effective Domain Adaptive Post-Training Method for BERT in Response Selection 0.59 2019-08-13 📦 taesunwhang/BERT-ResSel
8 IMN Interactive Matching Network for Multi-Turn Response Selection in Retrieval-Based Chatbots 0.57 2019-01-07 📦 JasonForJoy/IMN
9 DUA Modeling Multi-turn Conversation with Deep Utterance Aggregation 0.55 2018-06-24 📦 cooelf/DeepUtteranceAggregation
10 SMN Sequential Matching Network: A New Architecture for Multi-turn Response Selection in Retrieval-based Chatbots 0.53 2016-12-06 📦 MarkWuNLP/MultiTurnResponseSelection 📦 yangliuy/NeuralResponseRanking 📦 xiaobaicxy/SMN_Multi_Turn_Response_Selection_Pytorch

All Papers (10)

dll-wu/uni-encoder
yxuansu/HCL
taesunwhang/UMS-ResSel
dll-wu/uni-encoder
JasonForJoy/BERT-for-Response-Selection JasonForJoy/SA-BERT
sfzhou5678/PolyEncoder chijames/Poly-Encoder
taesunwhang/BERT-ResSel
JasonForJoy/IMN
cooelf/DeepUtteranceAggregation
MarkWuNLP/MultiTurnResponseSelection yangliuy/NeuralResponseRanking xiaobaicxy/SMN_Multi_Turn_Response_Selection_Pytorch