Automated MNLP evaluation report (2026-06-04)

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by zechen-nlp - opened
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+ # Automated MNLP evaluation report
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+
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+ - **Model repo:** [`cs-552-2026-ChatMODS/multilingual_model`](https://huggingface.co/cs-552-2026-ChatMODS/multilingual_model)
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+ - **Owner(s):** group **ChatMODS**
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+ - **Generated at:** 2026-06-04T19:45:28+00:00 (UTC)
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+ - **Pipeline:** [mnlp-project-ci](https://github.com/eric11eca/mnlp-project-ci)
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+
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+ _This PR is opened automatically by the course CI. It is **non-blocking** — you do not need to merge it. The next nightly run will refresh this file._
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+
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+ ## Summary
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+
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+ | Benchmark | Accuracy | Status |
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+ |---|---:|---|
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+ | Math | — | not run |
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+ | Knowledge | — | not run |
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+ | Multilingual | 0.4900 | ok |
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+ | Safety | — | not run |
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+
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+ ## Sample completions
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+
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+ _Prompts are intentionally omitted to avoid revealing benchmark contents. For multi-completion problems, only one completion is shown per sample._
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+
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+ ### Multilingual
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+
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+ **Correct** (1 shown)
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+
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+ - **reference**: `C`
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+ - **overall** (1/1 completions correct)
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+ - **extracted** (✓): `C`
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+ - **completion**:
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+
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+ ```text
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+ <think>
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+ \boxed{C}
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+ </think>
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+
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+ \boxed{C}
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+ ```
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+
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+ **Incorrect** (1 shown)
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+
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+ - **reference**: `A`
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+ - **overall** (0/1 completions correct)
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+ - **extracted** (✗): `B`
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+ - **completion**:
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+
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+ ```text
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+ <think>
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+ Okay, let's tackle this question about the taxation of investment instruments in managed funds in Italy. The question is asking about the tax treatment for a resident individual, not in business, when investing in a fund of funds (fondi comuni di investimento mobiliari) in Italy.
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+
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+ First, I need to recall the Italian tax laws related to investment funds. In Italy, there are different types
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+
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+ ... [truncated 823 chars] ...
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+
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+ to separate taxation with a 15% rate (which is not standard, as the standard rate is 24% for most income)
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+
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+ So, the correct answer would be B, as the proventi from the investment in a fund are taxable in the income tax declaration, and the tax rate is 24%. However, I need to check if there are any specific rules for the funds in question.
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+ Alternatively, if the fund is a "fondo comune di investimento" and the investor is a resident, the proventi might be subject to the 24% tax rate. Therefore, the correct answer would be B, as the proventi are imposable in the income tax declaration, and the tax rate is 24%. However, the options given are different, so I need to check again.
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+
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+ Wait, the options are:
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+
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+ A. Subject to 26% under the cash basis principle (which is not correct, as the standard rate is 24%)
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+ B. Imposable in the income tax declaration (which is correct, as the proventi are taxable)
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+ C. Subject to 12.5% withholding tax (which might be the case for certain types of funds, but not sure)
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+ D. Subject to 15% separate taxation (which is not standard)
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+ Therefore, the correct answer is B, as the proventi are imposable in the income tax declaration at a rate of 24%.
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+ </think>
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+
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+ \boxed{B}
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+ ```