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Qwen3-14B reportedly goes from 22.2% to 54.8% on Spider 2.0-SQLite with harness training

A post summarizing HarnessSQL contrasts static-query training with deployed database agents that inspect schemas and revise queries.

elvisEL
1 Source, 35m ago, first seen 35m ago

TLDR

A post describing the HarnessSQL paper says Qwen3-14B's Spider 2.0-SQLite score rose from 22.2% to 54.8% when trained in the same execution harness used at deployment. It says HarnessSQL keeps only verified teacher trajectories for supervised fine-tuning, then applies execution-reward reinforcement learning. The post also reports Qwen3-8B rose from 15.5% to 45.2%, with both models transferring to BIRD-Interact and LiveSQLBench.

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1 Source, first seen 35m ago

20 reposts

Combined views

1 Source, first seen 35m ago

20 reposts

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1 Source

elvis@omarsar0RT @omarsar0: Pay close attention to custom harnesses. This is a super interesting paper showing the impact of training inside the harness…1h
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    1 Source

    elvis@omarsar0RT @omarsar0: Pay close attention to custom harnesses. This is a super interesting paper showing the impact of training inside the harness…1h
    Today's Rank

    #13

    Today's Rank

    #13