fix: alfworld benchmark graph - #554
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Pull request overview
Updates the skills benchmark documentation to align with a regenerated ALFWorld “success vs finale cost” chart, reflecting the baseline presentation used across the benchmark plots.
Changes:
- Adjust the “Performance versus finale cost” narrative in
skills/README.mdto describe a single pristine-baseline reference point for each chart. - Regenerate
agent-lightning-alfworld-success-finale-cost.svgto reflect the corrected ALFWorld finale-cost visualization (axes/ticks/layout and baseline depiction).
Reviewed changes
Copilot reviewed 1 out of 2 changed files in this pull request and generated 1 comment.
| File | Description |
|---|---|
| skills/README.md | Updates the explanatory text for the finale-cost plots to match the charts’ baseline/reference-point presentation. |
| skills/assets/agent-lightning-alfworld-success-finale-cost.svg | Updates the ALFWorld finale-cost graph output to the corrected version. |
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| #### Performance versus finale cost | ||
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| The selected-budget views use the groups with the strongest aggregate skill-over-control lift: \$5 for SpreadsheetBench and \$10 for OfficeQA and ALFWorld. Every harness/treatment point is one of three runs; the x-axis is that run's finale cost, and the y-axis is held-out SpreadsheetBench accuracy, OfficeQA correctness, or ALFWorld success. Finale cost measures LLM gateway spend, so an ALFWorld deterministic controller can have exactly \$0 finale cost while still executing and scoring real environment steps; coincident zero-cost ALFWorld results are offset slightly along the x-axis so each replicate remains visible. SpreadsheetBench and OfficeQA show their aggregate pristine-baseline results as single reference points. The dotted ALFWorld baseline is a score-only reference: the corrected records do not include baseline deployment cost, so assigning it an x-coordinate would invent data. | ||
| The selected-budget views use the groups with the strongest aggregate skill-over-control lift: \$5 for SpreadsheetBench and \$10 for OfficeQA and ALFWorld. Every harness/treatment point is one of three runs; the x-axis is that run's finale cost, and the y-axis is held-out SpreadsheetBench accuracy, OfficeQA correctness, or ALFWorld success. Finale cost measures LLM gateway spend, so an ALFWorld deterministic controller can have exactly \$0 finale cost while still executing and scoring real environment steps; coincident zero-cost ALFWorld results are offset slightly along the x-axis so each replicate remains visible. Each chart shows its aggregate pristine-baseline result as a single reference point. |
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