Datasets › E-commerce

E-commerce

Introduced by Zhuosheng Zhang et al. in Modeling Multi-turn Conversation with Deep Utterance Aggregation24 Jun 2018 archive 2025-07-28

We release E-commerce Dialogue Corpus, comprising a training data set, a development set and a test set for retrieval based chatbot. The statistics of E-commerical Conversation Corpus are shown in the following table.

	Train	Val	Test
Session-response pairs	1m	10k	10k
Avg. positive response per session	1	1	1
Min turn per session	3	3	3
Max ture per session	10	10	10
Average turn per session	5.51	5.48	5.64
Average Word per utterance	7.02	6.99	7.11

The full corpus can be downloaded from https://drive.google.com/file/d/154J-neBo20ABtSmJDvm7DK0eTuieAuvw/view?usp=sharing.

Homepage Benchmarks Papers JSON

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

		First row (archive order)	Paper	Code
Conversational Response Selection	E-commerce	BERT-FP+EDHNS R10@1 0.957	Efficient Dynamic Hard Negative Sampling for Dialogue Selection	hanjanghoon/EDHNS	15	Compare

Papers archive 2025-07-28

15 shown of 15 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 42. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

			Date	Samples run Syntology
Efficient Dynamic Hard Negative Sampling for Dialogue Selection	1	1	16 Aug 2024	not harvested
Dial-MAE: ConTextual Masked Auto-Encoder for Retrieval-based Dialogue Systems	1	1	7 Jun 2023	not harvested
Two-Level Supervised Contrastive Learning for Response Selection in Multi-Turn Dialogue	0	1	1 Mar 2022	not harvested
Fine-grained Post-training for Improving Retrieval-based Dialogue Systems	1	1	24 May 2021	not harvested
Dialogue Response Selection with Hierarchical Curriculum Learning	1	1	29 Dec 2020	not harvested
Learning an Effective Context-Response Matching Model with Self-Supervised Tasks for Retrieval-based Dialogues	0	1	14 Sep 2020	not harvested
Do Response Selection Models Really Know What's Next? Utterance Manipulation Strategies for Multi-turn Response Selection	1	1	10 Sep 2020	not harvested
Speaker-Aware BERT for Multi-Turn Response Selection in Retrieval-Based Chatbots	2	1	7 Apr 2020	not harvested
The World is Not Binary: Learning to Rank with Grayscale Data for Dialogue Response Selection	0	1	6 Apr 2020	not harvested
Utterance-to-Utterance Interactive Matching Network for Multi-Turn Response Selection in Retrieval-Based Chatbots	1	1	16 Nov 2019	not harvested
Multi-hop Selector Network for Multi-turn Response Selection in Retrieval-based Chatbots	1	1	1 Nov 2019	not harvested
One Time of Interaction May Not Be Enough: Go Deep with an Interaction-over-Interaction Network for Response Selection in Dialogues	1	1	1 Jul 2019	not harvested
Interactive Matching Network for Multi-Turn Response Selection in Retrieval-Based Chatbots	1	1	7 Jan 2019	not harvested
Modeling Multi-turn Conversation with Deep Utterance Aggregation	1	1	24 Jun 2018	not harvested
Sequential Matching Network: A New Architecture for Multi-turn Response Selection in Retrieval-based Chatbots	3	1	6 Dec 2016	ran 0 of 3 samples (3 unverified)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Conversational Response Selection

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

Images Texts

Languages archive 2025-07-28

English

Variants archive 2025-07-28

E-commerce

1 variant name, as the archive lists them.

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