Private Quality Benchmark
A model evaluation method designed by an individual or community in which the test set is not publicly disclosed. Its purpose is to avoid benchmark contamination and leaderboard gaming, and to assess quality in a way that more closely reflects real usage scenarios.
Timeline (last 90 days)
A post by a Reddit user in r/LocalLLaMA criticized the endless pursuit of tok/s and called on the community to establish private quality benchmarks.
The design of the private benchmark is: community members each design their own private benchmark tests, focusing on evaluating model quality, especially performance across quantization levels; the test sets remain private, and only the result charts are shared for mutual reference.
All Facts (2)
The design of the private benchmark is: community members each design their own private benchmark tests, focusing on evaluating model quality, especially performance across quantization levels; the test sets remain private, and only the result charts are shared for mutual reference.
50%UnverifiedA post by a Reddit user in r/LocalLLaMA criticized the endless pursuit of tok/s and called on the community to establish private quality benchmarks.
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