AcademiClaw.

Avg Tokens Per Task K

Avg Tokens Per Task K is the reported evaluation metric for AcademiClaw. Codesota tracks published model scores on this metric so readers can compare state-of-the-art results across sources and model families.

Higher is better

Muted rows were not state of the art when published — an earlier or same-year result already scored better.

Avg Time Sec

Avg Time Sec is the reported evaluation metric for AcademiClaw. Codesota tracks published model scores on this metric so readers can compare state-of-the-art results across sources and model families.

Higher is better

Muted rows were not state of the art when published — an earlier or same-year result already scored better.

Safety Score

Safety Score is the reported evaluation metric for AcademiClaw. Codesota tracks published model scores on this metric so readers can compare state-of-the-art results across sources and model families.

Higher is better

Muted rows were not state of the art when published — an earlier or same-year result already scored better.

Avg Score

Avg Score is the reported evaluation metric for AcademiClaw. Codesota tracks published model scores on this metric so readers can compare state-of-the-art results across sources and model families.

Higher is better

Muted rows were not state of the art when published — an earlier or same-year result already scored better.

Tool Calls Per Task

Tool Calls Per Task is the reported evaluation metric for AcademiClaw. Codesota tracks published model scores on this metric so readers can compare state-of-the-art results across sources and model families.

Higher is better

Muted rows were not state of the art when published — an earlier or same-year result already scored better.

Pass

Pass is the reported evaluation metric for AcademiClaw. Codesota tracks published model scores on this metric so readers can compare state-of-the-art results across sources and model families.

Higher is better

Muted rows were not state of the art when published — an earlier or same-year result already scored better.