🧪 Test?View on arXiv
What Do We Expect from LLMs? Mapping the Design of LLM Benchmarks
Author1, Author2, Author3, Author4, Author5
benchmarkingevaluationLLMsperformance assessment
2609.19182
Builder Relevance
2h ago80%
Abstract
The paper systematically maps the evolution of benchmarks for large language models, revealing changing expectations and evaluation criteria.
Reality Card
Core Claim
The study identifies a growing emphasis on action, interaction, and professional applications in LLM benchmarks, highlighting shifts in evaluation requirements.
Method / Result
Analyzed 14,767 papers introducing or updating evaluation resources from arXiv submissions.
Limitations
The uneven development of model participation and the potential for biases in evaluation criteria.
Paper to code
Verified implementation resources so builders can test the paper’s claims instead of stopping at the abstract.
No verified implementation link has been attached yet. AIBuzzHub will keep this panel separate from unverified search results.