facebookresearch/fastText

Library for fast text representation and classification.

26,511 cpp
312
Generated Behavioral Tests
98.1%
Best Score
Claude Opus 5 (xhigh)

Hover for details · Click a model to open it · Drag to zoom the x-axis · Shift-drag to pan · The line marks the Pareto frontier (best score per cost)

25 runs
# Model Score Cost Calls
1 Claude Opus 5 (xhigh) 98.1% $23.54 149 trace →
2 Claude Opus 4.8 (xhigh) 96.5% $10.96 79 trace →
3 Muse Spark 1.3 (max) 92.0% $5.21 299 trace →
4 Muse Spark 1.3 (xhigh) 87.5% $0.98 202 trace →
5 Muse Spark 1.1 (xhigh) 84.3% $0.27 190 trace →
6 GPT 5.5 (xhigh) 80.4% $8.25 80 trace →
7 GLM-5.2 78.2% $25.55 178 trace →
8 GPT-5.6 Sol (xhigh) 77.6% $5.34 48 trace →
9 Gemini 3.7 Flash 77.2% $2.51 135 trace →
10 Claude Opus 4.6 75.6% $15.58 242 trace →
11 Muse Spark 1.2 (xhigh) 71.5% $0.08 43 trace →
12 Claude Sonnet 4.6 67.9% $13.78 294 trace →
13 GPT-5.6 Sol 63.1% $0.82 16 trace →
14 GPT 5.5 (high) 62.8% $2.49 27 trace →
15 GPT 5.5 61.5% $1.02 14 trace →
16 Gemini 3.6 Flash 52.2% $4.51 116 trace →
17 Claude Opus 4.7 38.8% $1.59 57 trace →
18 GPT 5.4 37.5% $0.24 9 trace →
19 Claude Opus 4.7 (xhigh) 26.9% $2.35 60 trace →
20 Gemini 3 Flash 15.4% $0.22 47 trace →
21 Claude Haiku 4.5 15.3% $1.02 106 trace →
22 GPT 5 mini 8.3% $0.01 8 trace →
23 Gemini 3.5 Flash 5.4% $3.34 107 trace →
24 Gemini 3.1 Pro 5.4% $1.54 63 trace →
25 GPT 5.4 mini 0.3% $0.02 11 trace →

Click a row to replay how that model rebuilt this program, or the model name to open its full run