WikiSQL

WikiSQL: Measures structured-data reasoning over tables, spreadsheets, charts, databases, or data analysis tasks.

36rows
test_execution_accuracyprimary metric
2026-05-27sampled

Metadata

ID
wikisql
Category
Intelligence
Release
Unknown

Metrics

Test execution accuracy, Dev execution accuracy, Test logical form accuracy, Dev logical form accuracy

Latest Results

Rows are parsed from the official WikiSQL README leaderboard markdown tables. Test execution accuracy is used as the primary score; dev execution and logical-form metrics are preserved where present.

Rank Subject Test execution accuracy Model Match Provenance Sampled
1 SeaD +Execution-Guided Decoding (Xu 2021) (Ant Group, Ada & ZhiXiaoBao) 93.0 — Imported 2026-05-27
2 SDSQL +Execution-Guided Decoding (Hui 2020) (Alibaba Group) 92.7 — Imported 2026-05-27
3 IE-SQL +Execution-Guided Decoding (Ma 2020) (Ping An Life, AI Team) 92.5 — Imported 2026-05-27
4 HydraNet +Execution-Guided Decoding (Lyu 2020) (Microsoft Dynamics 365 AI) (code) 92.2 — Imported 2026-05-27
5 BRIDGE^ +Execution-Guided Decoding (Lin 2020) (Salesforce Research) 91.9 — Imported 2026-05-27
6 X-SQL +Execution-Guided Decoding (He 2019) 91.8 — Imported 2026-05-27
7 SDSQL (Hui 2020) (Alibaba Group) 91.4 — Imported 2026-05-27
8 BRIDGE^ (Lin 2020) (Salesforce Research) 91.1 — Imported 2026-05-27
9 Text2SQLGen + EG (Mellah 2021) (Novelis.io Research) 91.0 — Imported 2026-05-27
10 SeqGenSQL+EG (Li 2020) 90.5 — Imported 2026-05-27
11 SeqGenSQL (Li 2020) 90.3 — Imported 2026-05-27
12 (Guo 2019) +Execution-Guided Decoding with BERT-Base-Uncased^ 90.1 — Imported 2026-05-27
13 SeaD (Xu 2021) (Ant Group, Ada & ZhiXiaoBao) 90.1 — Imported 2026-05-27
14 SQLova +Execution-Guided Decoding (Hwang 2019) 89.6 — Imported 2026-05-27
15 TAPEX (Liu 2022) 89.5 — Imported 2026-05-27
16 (Guo 2019) with BERT-Base-Uncased^ 89.2 — Imported 2026-05-27
17 HydraNet (Lyu 2020) (Microsoft Dynamics 365 AI) (code) 89.2 — Imported 2026-05-27
18 IE-SQL (Ma 2020) (Ping An Life, AI Team) 88.8 — Imported 2026-05-27
19 X-SQL (He 2019) 88.7 — Imported 2026-05-27
20 IncSQL +Execution-Guided Decoding (Shi 2018) 87.1 — Imported 2026-05-27
21 SQLova (Hwang 2019) 86.2 — Imported 2026-05-27
22 HardEM (Min 2019) 83.9 — Imported 2026-05-27
23 Execution-Guided Decoding (Wang 2018) 83.8 — Imported 2026-05-27
24 IncSQL (Shi 2018) 83.7 — Imported 2026-05-27
25 Auxiliary Mapping Task (Chang 2019) 81.7 — Imported 2026-05-27
26 MQAN (ordered) (McCann 2018) 81.4 — Imported 2026-05-27
27 MQAN (unordered) (McCann 2018) 81.4 — Imported 2026-05-27
28 LatentAlignment (Wang 2019) 79.3 — Imported 2026-05-27
29 Coarse2Fine (Dong 2018) 78.5 — Imported 2026-05-27
30 TypeSQL (Yu 2018) 73.5 — Imported 2026-05-27
31 (Guo 2018) 69.0 — Imported 2026-05-27
32 PT-MAML (Huang 2018) 68.0 — Imported 2026-05-27
33 SQLNet (Xu 2017) 68.0 — Imported 2026-05-27
34 Wang 2017^ 66.8 — Imported 2026-05-27
35 Seq2SQL (Zhong 2017) 59.4 — Imported 2026-05-27
36 Baseline (Zhong 2017) 35.9 — Imported 2026-05-27