Comparison
HLCE vs MultiPL-E
Verdict
Pick HLCE if hLCE offers evaluation scripts to assess code generation using LLMs, specifically for research purposes; pick MultiPL-E if multiPL-E is a benchmark system translating Python-based coding challenges across multiple programming languages.
Markdown twin · HLCE alternatives · MultiPL-E alternatives
GraphCanon updated 2w
vs
Trust & integrity
| Signal | HLCE | MultiPL-E |
|---|---|---|
| Maintenance | Slowing (352d since push) As of 2w · github_public_v1 | Slowing (115d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 2w · github_public_v1 | Not a fork · Organization account As of 2w · github_public_v1 |
| OSV dependency advisories | Published findings As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- HLCE
- Source Evaluation scripts for Humanity's Last Code Exam
- MultiPL-E
- A multi-programming language benchmark for LLMs
Stars
- HLCE
- 96
- MultiPL-E
- 313
Forks
- HLCE
- 8
- MultiPL-E
- 57
Open issues
- HLCE
- 1
- MultiPL-E
- 16
Language
- HLCE
- Python
- MultiPL-E
- Python
Adopt for
- HLCE
- HLCE offers evaluation scripts to assess code generation using LLMs, specifically for research purposes.
- MultiPL-E
- MultiPL-E is a benchmark system translating Python-based coding challenges across multiple programming languages.
Persona
- HLCE
- -
- MultiPL-E
- -
Runtime
- HLCE
- -
- MultiPL-E
- -
License
- HLCE
- -
- MultiPL-E
- Other
Last pushed
- HLCE
- Aug 21, 2025
- MultiPL-E
- Apr 12, 2026
Categories
- HLCE
- Evaluation & Observability, LLM Frameworks
- MultiPL-E
- Evaluation & Observability, LLM Frameworks
Trust and health
Days since push
- HLCE
- 352d
- MultiPL-E
- 115d
Open issues (now)
- HLCE
- 1
- MultiPL-E
- 16
OSV dependency advisories
- HLCE
- Published findings
- MultiPL-E
- No lockfile (source not queried)
Full report
- HLCE
- Trust report
- MultiPL-E
- Trust report
Choose HLCE if…
- Tags unique to HLCE: benchmark, codegen, codellm, llm-evaluation.
- When you are researching the capabilities of language models in generating code and need benchmarking tools that focus on this aspect exclusively.
- Leaner open-issue backlog (1).
When NOT to use HLCE
- If you require tools that cater to general-purpose evaluation beyond the scope of LLM code generation in a research context.
- When proprietary or non-research licenses are necessary, since HLCE does not detail its licensing beyond being for research purposes only.
Choose MultiPL-E if…
- Pricing: Free to use but requires local compute resources and potentially licensed libraries.
- Tags unique to MultiPL-E: ai benchmark, benchmarking, code generation, multilingual benchmark.
- Use MultiPL-E for evaluating large language models' performance on code generation tasks in different languages directly without needing to create new benchmarks from scratch.
When NOT to use MultiPL-E
- Avoid using MultiPL-E if you need a more challenging benchmark; consider Ag-LiveCodeBench-X instead.
- Do not use MultiPL-E if your evaluation environment lacks GPU resources for completion generation or does not support Docker or Podman for execution of generated code.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (Humanity-s-Last-Code-Exam/HLCE) · observed Aug 8, 2026
- GitHub forks (Humanity-s-Last-Code-Exam/HLCE) · observed Aug 8, 2026
- Last push (Humanity-s-Last-Code-Exam/HLCE) · observed Aug 21, 2025
- License file (unknown) · observed Aug 8, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
- GitHub stars (nuprl/MultiPL-E) · observed Aug 5, 2026
- GitHub forks (nuprl/MultiPL-E) · observed Aug 5, 2026
- Last push (nuprl/MultiPL-E) · observed Apr 12, 2026
- License file (Other) · observed Aug 5, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: HLCE 96 · MultiPL-E 313 (synced Aug 8, 2026).
Common questions
- What is the difference between HLCE and MultiPL-E?
- HLCE: Source Evaluation scripts for Humanity's Last Code Exam. MultiPL-E: A multi-programming language benchmark for LLMs. See the comparison table for live GitHub stats and shared categories.
- When should I choose HLCE over MultiPL-E?
- Choose HLCE over MultiPL-E when Tags unique to HLCE: benchmark, codegen, codellm, llm-evaluation; When you are researching the capabilities of language models in generating code and need benchmarking tools that focus on this aspect exclusively; Leaner open-issue backlog (1).
- When should I choose MultiPL-E over HLCE?
- Choose MultiPL-E over HLCE when Pricing: Free to use but requires local compute resources and potentially licensed libraries; Tags unique to MultiPL-E: ai benchmark, benchmarking, code generation, multilingual benchmark; Use MultiPL-E for evaluating large language models' performance on code generation tasks in different languages directly without needing to create new benchmarks from scratch.
- When should I avoid HLCE?
- If you require tools that cater to general-purpose evaluation beyond the scope of LLM code generation in a research context. When proprietary or non-research licenses are necessary, since HLCE does not detail its licensing beyond being for research purposes only.
- When should I avoid MultiPL-E?
- Avoid using MultiPL-E if you need a more challenging benchmark; consider Ag-LiveCodeBench-X instead. Do not use MultiPL-E if your evaluation environment lacks GPU resources for completion generation or does not support Docker or Podman for execution of generated code.
- Is HLCE or MultiPL-E more popular on GitHub?
- MultiPL-E has more GitHub stars (313 vs 96). Stars measure visibility, not whether either tool fits your constraints.
- Are HLCE and MultiPL-E open source?
- Yes - both are open-source projects on GitHub.
- Where can I find alternatives to HLCE or MultiPL-E?
- GraphCanon lists graph-backed alternatives at HLCE alternatives and MultiPL-E alternatives (HLCE markdown twin, MultiPL-E markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, HLCE or MultiPL-E?
- HLCE: Slowing. MultiPL-E: Slowing. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
- Where are the full trust reports for HLCE and MultiPL-E?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: HLCE trust report; MultiPL-E trust report.