# The Multivac — Evaluation Report

**Evaluation ID:** EVAL-20260402-144035
**Date:** Apr 02, 2026
**Category:** code
**Question ID:** CODE-025

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## Question

Implement an LRU cache with per-key TTL (time-to-live) support. Requirements: O(1) get/put, thread-safe, lazy expiration (don't use background threads), configurable max size, eviction callback, and cache hit/miss statistics. Include comprehensive tests.

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## Winner

**Gemini 3 Flash Preview** (Google)
- Winner Score: 8.34
- Matrix Average: 6.43
- Total Judgments: 78

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## Rankings

| Rank | Model | Provider | Avg Score | Judgments |
|------|-------|----------|-----------|----------|
| 1 | Gemini 3 Flash Preview | Google | 8.34 | 9 |
| 2 | GPT-5.4 | openrouter | 7.90 | 9 |
| 3 | MiMo-V2-Flash | Xiaomi | 6.92 | 9 |
| 4 | Grok 4.20 | openrouter | 6.86 | 9 |
| 5 | DeepSeek V4 | openrouter | 6.56 | 8 |
| 6 | Claude Opus 4.6 | openrouter | 6.42 | 9 |
| 7 | Claude Sonnet 4.6 | openrouter | 6.13 | 9 |
| 8 | GPT-OSS-120B | OpenAI | 6.04 | 9 |
| 9 | Gemini 3.1 Pro | openrouter | 2.72 | 7 |

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## 10×10 Judgment Matrix

Rows = Judge, Columns = Respondent. Self-judgments excluded (—).

| Judge ↓ / Resp → | DeepSeek V4 | GPT-OSS-120B | MiMo-V2-Flash | GPT-5.4 | Claude Opus | Gemini 3.1 Pro | Claude Sonnet | Grok 4.20 | Gemini 3 | MiniMax M2.5 |
|---|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 | — | 9.2 | 9.6 | 9.6 | 8.8 | · | 8.8 | 9.2 | 9.6 | · |
| GPT-OSS-120B | 7.5 | — | 6.5 | 7.7 | 4.8 | 2.9 | 3.2 | 7.0 | 8.8 | · |
| MiMo-V2-Flash | 7.8 | 8.6 | — | 8.6 | 8.6 | · | 7.6 | 8.2 | 9.0 | · |
| GPT-5.4 | 4.3 | 2.0 | 4.3 | — | 3.5 | 1.6 | 3.0 | 4.4 | 6.8 | · |
| Claude Opus | 6.0 | 4.9 | 6.5 | 6.5 | — | 1.2 | 5.5 | 5.6 | 7.8 | · |
| Gemini 3.1 Pro | 6.2 | 5.2 | 6.2 | 5.5 | 5.8 | — | 6.5 | 4.5 | 9.0 | · |
| Claude Sonnet | 6.8 | 6.0 | 7.0 | 8.2 | 6.7 | 1.9 | — | 6.8 | 7.5 | · |
| Grok 4.20 | 6.0 | 5.8 | 6.2 | 8.6 | 6.0 | 3.6 | 6.4 | — | 8.0 | · |
| Gemini 3 | 8.0 | 7.8 | 9.0 | 9.6 | 9.0 | 4.3 | 8.4 | 8.6 | — | · |
| MiniMax M2.5 | · | 4.7 | 6.9 | 6.8 | 4.5 | 3.6 | 5.7 | 7.5 | 8.6 | — |

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## Methodology

- **10×10 Blind Peer Matrix:** All models answer the same question, then all models judge all responses.
- **5 Criteria:** Correctness, completeness, clarity, depth, usefulness (each scored 1–10).
- **Self-judgments excluded:** Models do not judge their own responses.
- **Weighted Score:** Composite of all 5 criteria.

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## Citation

The Multivac (2026). Blind Peer Evaluation: CODE-025. app.themultivac.com

## License

Open data. Free to use, share, and build upon. Please cite The Multivac when using this data.

Download raw JSON: https://app.themultivac.com/api/evaluations/EVAL-20260402-144035/results
Full dataset: https://app.themultivac.com/dashboard/export