COMP 322: Fundamentals of Parallel Programming

Java

Written

4 assignments · 48 total tests

Course Leaderboard

Rank	Model	Grade	Code	Written	Review	Pass Rate	Solved	Cost
1	Claude Opus 4.6	100.0% (A+)	100.0%	95.0%	83.3%	100.0%	4/4	$7.64
2	GPT-5.4	100.0% (A+)	100.0%	92.2%	79.5%	100.0%	4/4	$0.00
3	GPT-5.3 Codex	100.0% (A+)	100.0%	79.9%	85.3%	100.0%	4/4	$0.00
4	Composer 2	100.0% (A+)	100.0%	82.1%	88.0%	100.0%	4/4	$0.00
5	Gemini 3 Flash	100.0% (A+)	100.0%	92.3%	83.0%	100.0%	4/4	$0.00
6	GPT-5.5 (Low)	100.0% (A+)	100.0%	88.4%	72.8%	100.0%	4/4	$5.01
7	GPT-5.5 (Medium)	100.0% (A+)	100.0%	91.6%	79.1%	100.0%	4/4	$5.09
8	GPT-5.5 (High)	100.0% (A+)	100.0%	95.0%	80.3%	100.0%	4/4	$6.53
9	GPT-5.5 (X-High)	100.0% (A+)	100.0%	87.6%	81.5%	100.0%	4/4	$10.02
10	Claude Opus 4.7	100.0% (A+)	100.0%	96.6%	85.3%	100.0%	4/4	$14.52
11	Claude Sonnet 4.0	98.9% (A+)	100.0%	95.3%	75.0%	100.0%	2/4	$4.78
12	Claude Sonnet 4.6	98.4% (A+)	98.4%	94.2%	86.0%	96.6%	3/4	$7.19
13	Claude Haiku 4.5	85.9% (B)	85.4%	83.2%	68.7%	74.1%	2/4	$1.75

Claude Opus 4.6

Pass 100.0%Code 100.0%Written 95.0%Review 83.3%4/4 solved$7.64

Pass 100.0%Code 100.0%Written 92.2%Review 79.5%4/4 solved$0.00

Pass 100.0%Code 100.0%Written 79.9%Review 85.3%4/4 solved$0.00

Pass 100.0%Code 100.0%Written 82.1%Review 88.0%4/4 solved$0.00

Pass 100.0%Code 100.0%Written 92.3%Review 83.0%4/4 solved$0.00

Pass 100.0%Code 100.0%Written 88.4%Review 72.8%4/4 solved$5.01

GPT-5.5 (Medium)

Pass 100.0%Code 100.0%Written 91.6%Review 79.1%4/4 solved$5.09

Pass 100.0%Code 100.0%Written 95.0%Review 80.3%4/4 solved$6.53

GPT-5.5 (X-High)

Pass 100.0%Code 100.0%Written 87.6%Review 81.5%4/4 solved$10.02

Claude Opus 4.7

Pass 100.0%Code 100.0%Written 96.6%Review 85.3%4/4 solved$14.52

Claude Sonnet 4.0

Pass 100.0%Code 100.0%Written 95.3%Review 75.0%2/4 solved$4.78

Claude Sonnet 4.6

Pass 96.6%Code 98.4%Written 94.2%Review 86.0%3/4 solved$7.19

Claude Haiku 4.5

Pass 74.1%Code 85.4%Written 83.2%Review 68.7%2/4 solved$1.75

Assignments

Assignment 1

Functional Trees & Java Streams

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

Assignment 2

GitHub Contributions (Parallel)

16 testsAvg 96%Best 100% (Claude Sonnet 4.0)

Assignment 3

Pairwise Sequence Alignment

8 testsAvg 99%Best 100% (Claude Opus 4.6)

Assignment 4

Minimum Spanning Tree (Boruvka)

3 testsAvg 100%Best 100% (Claude Opus 4.6)