COMP 140: Computational Thinking

Python

Written

7 assignments · 248 total tests

Course Leaderboard

Rank	Model	Grade	Code	Written	Review	Pass Rate	Solved	Cost
1	Claude Sonnet 4.0	100.0% (A+)	100.0%	94.0%	83.3%	100.0%	7/7	$4.76
2	Claude Opus 4.6	100.0% (A+)	100.0%	100.0%	76.6%	100.0%	7/7	$5.76
3	Claude Sonnet 4.6	100.0% (A+)	100.0%	100.0%	86.1%	100.0%	7/7	$4.53
4	Claude Haiku 4.5	100.0% (A+)	100.0%	96.2%	84.3%	100.0%	7/7	$1.45
5	GPT-5.4	100.0% (A+)	100.0%	95.0%	89.3%	100.0%	7/7	$0.00
6	GPT-5.3 Codex	100.0% (A+)	100.0%	96.4%	93.1%	100.0%	7/7	$0.00
7	Composer 2	100.0% (A+)	100.0%	98.6%	91.7%	100.0%	7/7	$0.00
8	Gemini 3 Flash	100.0% (A+)	100.0%	90.0%	85.7%	100.0%	7/7	$0.00
9	GPT-5.5 (Low)	100.0% (A+)	100.0%	95.1%	80.2%	100.0%	7/7	$5.56
10	GPT-5.5 (Medium)	100.0% (A+)	100.0%	94.6%	85.6%	100.0%	7/7	$6.27
11	GPT-5.5 (High)	100.0% (A+)	100.0%	97.5%	86.9%	100.0%	7/7	$6.40
12	GPT-5.5 (X-High)	100.0% (A+)	100.0%	92.5%	86.2%	100.0%	7/7	$7.98
13	Claude Opus 4.7	100.0% (A+)	100.0%	99.6%	86.4%	100.0%	7/7	$9.55

Claude Sonnet 4.0

Pass 100.0%Code 100.0%Written 94.0%Review 83.3%7/7 solved$4.76

Claude Opus 4.6

Pass 100.0%Code 100.0%Written 100.0%Review 76.6%7/7 solved$5.76

Claude Sonnet 4.6

Pass 100.0%Code 100.0%Written 100.0%Review 86.1%7/7 solved$4.53

Claude Haiku 4.5

Pass 100.0%Code 100.0%Written 96.2%Review 84.3%7/7 solved$1.45

Pass 100.0%Code 100.0%Written 95.0%Review 89.3%7/7 solved$0.00

Pass 100.0%Code 100.0%Written 96.4%Review 93.1%7/7 solved$0.00

Pass 100.0%Code 100.0%Written 98.6%Review 91.7%7/7 solved$0.00

Pass 100.0%Code 100.0%Written 90.0%Review 85.7%7/7 solved$0.00

Pass 100.0%Code 100.0%Written 95.1%Review 80.2%7/7 solved$5.56

GPT-5.5 (Medium)

Pass 100.0%Code 100.0%Written 94.6%Review 85.6%7/7 solved$6.27

Pass 100.0%Code 100.0%Written 97.5%Review 86.9%7/7 solved$6.40

GPT-5.5 (X-High)

Pass 100.0%Code 100.0%Written 92.5%Review 86.2%7/7 solved$7.98

Claude Opus 4.7

Pass 100.0%Code 100.0%Written 99.6%Review 86.4%7/7 solved$9.55

Assignments

Assignment 1

Circles

25 testsAvg 100%Best 100% (Claude Sonnet 4.0)

Assignment 2

Spot It!

25 testsAvg 100%Best 100% (Claude Sonnet 4.0)

Assignment 3

Stock Prediction

39 testsAvg 100%Best 100% (Claude Sonnet 4.0)

Assignment 4

Kevin Bacon

39 testsAvg 100%Best 100% (Claude Sonnet 4.0)

Assignment 5

QR Code

50 testsAvg 100%Best 100% (Claude Sonnet 4.0)

Assignment 6

Sports Analytics

25 testsAvg 100%Best 100% (Claude Sonnet 4.0)

Assignment 7

Map Search

45 testsAvg 100%Best 100% (Claude Sonnet 4.0)