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expts: assess performance of structured outputs #291

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Jan 29, 2025
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expts: assess performance of structured outputs #291

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a901e6b
expts: assess structured outputs
shreyashankar Jan 25, 2025
4c0417b
expts: assess structured outputs
shreyashankar Jan 25, 2025
aa32dff
expts: set temp 0
shreyashankar Jan 25, 2025
f696777
chore: clean up code
shreyashankar Jan 29, 2025
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5 changes: 4 additions & 1 deletion .gitignore
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Expand Up @@ -53,4 +53,7 @@ website/*.tsbuildinfo
website/next-env.d.ts

# Docker
.docker/
.docker/

# experiments
experiments/*.json
14 changes: 14 additions & 0 deletions experiments/outputs.txt
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@@ -0,0 +1,14 @@
Results Table:
Experiment Results
╭────────────────────────────────────────────────┬───────┬────────────┬───────────┬────────┬───────┬─────────────┬──────────────╮
│ Model │ Doc % │ Approach │ Precision │ Recall │ F1 │ Avg Runtime │ Avg Cost ($) │
├────────────────────────────────────────────────┼───────┼────────────┼───────────┼────────┼───────┼─────────────┼──────────────┤
│ azure/gpt-4o-mini │ 10% │ structured │ 0.869 │ 0.872 │ 0.853 │ 1.100s │ $0.0004 │
│ azure/gpt-4o-mini │ 10% │ tool │ 0.914 │ 0.906 │ 0.891 │ 0.722s │ $0.0004 │
├────────────────────────────────────────────────┼───────┼────────────┼───────────┼────────┼───────┼─────────────┼──────────────┤
│ deepseek/deepseek-chat │ 10% │ structured │ 0.878 │ 0.889 │ 0.877 │ 2.094s │ $0.0003 │
│ deepseek/deepseek-chat │ 10% │ tool │ 0.867 │ 0.856 │ 0.860 │ 2.212s │ $0.0003 │
├────────────────────────────────────────────────┼───────┼────────────┼───────────┼────────┼───────┼─────────────┼──────────────┤
│ lm_studio/hugging-quants/llama-3.2-3b-instruct │ 10% │ structured │ 0.033 │ 0.022 │ 0.027 │ 33.635s │ $0.0000 │
│ lm_studio/hugging-quants/llama-3.2-3b-instruct │ 10% │ tool │ 0.000 │ 0.000 │ 0.000 │ 70.858s │ $0.0000 │
╰────────────────────────────────────────────────┴───────┴────────────┴───────────┴────────┴───────┴─────────────┴──────────────╯
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