COMP 411: Principles of Programming Languages

Java

6 assignments · 95 total tests

Course Leaderboard

Rank	Model	Grade	Code	Review	Pass Rate	Solved	Cost
1	Claude Opus 4.6	100.0% (A+)	100.0%	84.8%	100.0%	6/6	$24.32
2	Claude Sonnet 4.6	100.0% (A+)	100.0%	84.8%	100.0%	6/6	$13.67
3	GPT-5.3 Codex	99.8% (A+)	99.8%	86.0%	99.7%	5/6	$0.00
4	Composer 2	99.8% (A+)	99.8%	89.5%	99.7%	5/6	$0.00
5	GPT-5.5 (Low)	99.7% (A+)	99.7%	75.5%	99.5%	5/6	$7.30
6	GPT-5.5 (Medium)	99.7% (A+)	99.7%	78.3%	99.5%	5/6	$6.87
7	GPT-5.5 (High)	99.7% (A+)	99.7%	79.9%	99.5%	5/6	$8.74
8	GPT-5.5 (X-High)	99.7% (A+)	99.7%	74.6%	99.5%	5/6	$11.46
9	GPT-5.4	99.7% (A+)	99.7%	N/A	99.4%	5/6	$0.00
10	Claude Haiku 4.5	99.2% (A+)	99.1%	75.8%	98.5%	4/6	$4.47
11	Claude Opus 4.7	98.8% (A+)	98.8%	79.8%	97.8%	4/6	$22.61
12	Claude Sonnet 4.0	98.6% (A+)	98.6%	73.0%	97.6%	4/6	$9.01
13	Gemini 3 Flash	33.3% (F)	100.0%	83.5%	100.0%	2/6	$0.00

Claude Opus 4.6

Pass 100.0%Code 100.0%Review 84.8%6/6 solved$24.32

Claude Sonnet 4.6

Pass 100.0%Code 100.0%Review 84.8%6/6 solved$13.67

Pass 99.7%Code 99.8%Review 86.0%5/6 solved$0.00

Pass 99.7%Code 99.8%Review 89.5%5/6 solved$0.00

Pass 99.5%Code 99.7%Review 75.5%5/6 solved$7.30

GPT-5.5 (Medium)

Pass 99.5%Code 99.7%Review 78.3%5/6 solved$6.87

Pass 99.5%Code 99.7%Review 79.9%5/6 solved$8.74

GPT-5.5 (X-High)

Pass 99.5%Code 99.7%Review 74.6%5/6 solved$11.46

Pass 99.4%Code 99.7%5/6 solved$0.00

Claude Haiku 4.5

Pass 98.5%Code 99.1%Review 75.8%4/6 solved$4.47

Claude Opus 4.7

Pass 97.8%Code 98.8%Review 79.8%4/6 solved$22.61

Claude Sonnet 4.0

Pass 97.6%Code 98.6%Review 73.0%4/6 solved$9.01

Pass 100.0%Code 100.0%Review 83.5%2/6 solved$0.00

Assignments

Assignment 1

Parsing and Abstract Syntax

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

Assignment 2

Three Interpreters (CBV/CBN/CBNeed)

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

Assignment 3

Lazy Evaluation and Recursive Let

84 testsAvg 92%Best 100% (Claude Sonnet 4.0)

Assignment 4

Imperative Jam (Mutable References)

112 testsAvg 91%Best 100% (Claude Opus 4.6)

Assignment 5

Statically Typed Jam

27 testsAvg 92%Best 100% (Claude Sonnet 4.0)

Assignment 6

Jam with Continuations (CPS)

103 testsAvg 91%Best 100% (Claude Opus 4.6)