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Text-to-SQL Parsing on Ambrosia Ambiguous subset (test)

82.4RecallIntentRL
14.2831.96549.6567.335Nov 13, 2025

Evaluation results

MethodLinks
IntentRLModel=4B Instruct, Output Format=Interpretation-Answer Pairs2025.1182.477.574.1
SFTModel=4B Instruct, Output Format=Answer-only2025.1172.775.166.4
SFTModel=4B Instruct, Output Format=Interpretation-Answer Pairs2025.1168.575.658.8
IntentPromptModel=235B MoE Instruct, Output Format=Interpretation-Answer Pairs2025.1146.248.918.3
IntentPromptModel=235B MoE Thinking, Output Format=Interpretation-Answer Pairs2025.1137.337.812.2
IntentPromptModel=235B MoE Instruct, Output Format=Answer-only2025.1135.253.38.4
IntentPromptModel=235B MoE Thinking, Output Format=Answer-only2025.1128.232.85.3
IntentPromptModel=4B Thinking, Output Format=Answer-only2025.1127.449.12.3
IntentPromptModel=4B Instruct, Output Format=Answer-only2025.1123.848.12.3
IntentPromptModel=4B Instruct, Output Format=Interpretation-Answer Pairs2025.1122.530.83.8
IntentPromptModel=4B Thinking, Output Format=Interpretation-Answer Pairs2025.1116.923.23.1