mackenzietechdocs's picture
Update logbook: Reproduction: Beyond Text-to-SQL: Can LLMs Really Debug Enterprise ETL SQL?
2729473 verified
Raw
History Blame Contribute Delete
3.65 kB
{
"schema_version": 2,
"title": "Reproduction: Beyond Text-to-SQL: Can LLMs Really Debug Enterprise ETL SQL?",
"emoji": "🎯",
"space_id": "mackenzietechdocs/repro-beyond-text-to-sql-can-llms-really-debug-enterprise-etl-sql",
"paper": null,
"tags": [
"icml2026-repro",
"paper-4ltyJqAHMg"
],
"updated_at": "2026-08-03T02:48:56+00:00",
"root": {
"slug": "index",
"title": "Reproduction: Beyond Text-to-SQL: Can LLMs Really Debug Enterprise ETL SQL?",
"file": "pages/index.md",
"children": [
{
"slug": "executive-summary",
"title": "Executive summary",
"file": "pages/executive-summary/page.md",
"children": []
},
{
"slug": "claim-1-headline-magnitude",
"title": "Claim 1: Benchmark construction",
"file": "pages/claim-1-headline-magnitude/page.md",
"children": []
},
{
"slug": "claim-2-semantic-bugs-harder-than-syntax-bugs",
"title": "Claim 2: Claude-4-Sonnet main result",
"file": "pages/claim-2-semantic-bugs-harder-than-syntax-bugs/page.md",
"children": []
},
{
"slug": "claim-3-model-scale-and-specialization",
"title": "Claim 3: DeepSeek-V3 and Qwen-2.5-Coder-32B",
"file": "pages/claim-3-model-scale-and-specialization/page.md",
"children": []
},
{
"slug": "claim-4-sft-agentic-and-reasoning-model-claims",
"title": "Claim 4: Enterprise SQL complexity",
"file": "pages/claim-4-sft-agentic-and-reasoning-model-claims/page.md",
"children": []
},
{
"slug": "conclusion",
"title": "Conclusion",
"file": "pages/conclusion/page.md",
"children": []
}
]
},
"traces": [
{
"id": "a1896cae-77b9-425e-8f16-72cceca54f57",
"title": "Reproduction session (Claude Code)",
"provider": "Claude Code",
"model": "claude-sonnet-5",
"started_at": "2026-08-02T06:28:23.035000+00:00",
"ended_at": "2026-08-02T21:48:44.776000+00:00",
"duration_ms": 55221741,
"event_count": 1870,
"turn_count": 69,
"source_available": true,
"attached_at": "2026-08-02T21:42:36+00:00",
"index_file": "traces/a1896cae-77b9-425e-8f16-72cceca54f57/index.json"
}
],
"workspace": {
"file": "workspace.json",
"file_count": 1,
"total_size": 50429,
"bucket_id": "mackenzietechdocs/repro-beyond-text-to-sql-can-llms-really-debug-enterprise-etl-sql-artifacts"
},
"agent_view_tokens": 8000,
"trace_view_tokens": 115990,
"workspace_view_tokens": 19,
"revision": "5497a27163f7c6b8cedb",
"traces_ref": {
"repo_id": "mackenzietechdocs/repro-beyond-text-to-sql-can-llms-really-debug-enterprise-etl-sql-traces",
"repo_type": "dataset",
"repo_url": "https://huggingface.co/datasets/mackenzietechdocs/repro-beyond-text-to-sql-can-llms-really-debug-enterprise-etl-sql-traces",
"private": false,
"viewer_path": "trackio/index.json"
},
"trace_dataset": "https://huggingface.co/datasets/mackenzietechdocs/repro-beyond-text-to-sql-can-llms-really-debug-enterprise-etl-sql-traces",
"workspace_ref": {
"repo_id": "mackenzietechdocs/repro-beyond-text-to-sql-can-llms-really-debug-enterprise-etl-sql-artifacts",
"repo_type": "bucket",
"repo_url": "https://huggingface.co/buckets/mackenzietechdocs/repro-beyond-text-to-sql-can-llms-really-debug-enterprise-etl-sql-artifacts",
"private": false
},
"workspace_bucket": "https://huggingface.co/buckets/mackenzietechdocs/repro-beyond-text-to-sql-can-llms-really-debug-enterprise-etl-sql-artifacts"
}