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LLM evaluation

2 open-access journal articles on LLM evaluation, published in 2026 in Life of Research. Every record is free to read and download, with a permanent link and a ready-made citation.

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Journal article

Did the Model Change, or Did Your Measurement? A Drift Claim Is a Test Against a Declared Null, the Careful Longitudinal Studies Mostly Caught Announced Version Moves, and a Capability Change Under a Pinned Identifier Is the Claim the Evidence Supports Least

Two bodies of work describe the same deployed language models in opposite terms. One reports that models behind a fixed product name change over time and calls for continuous monitoring. The other reports that a single model, queried twice under settings meant to be deterministic, returns…

Cite Related research LOR-00086 · 7 views · 7 downloads
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Journal article

Automatic Benchmarks Measure an Asymmetry: Privileged Information, Panel-Relative Difficulty, and Two Self-Biases That Pull in Opposite Directions

Automatic benchmark construction is presented as a response to saturation: a language model proposes topics, writes items, and supplies answer keys, and the resulting datasets are reported to be harder and more novel than human-built ones. The standard objection is that a model cannot examine…

Cite Related research LOR-00037 · 11 views · 47 downloads
PDF511.7 KB

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