5 results
for reproducibility
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Three operational reads. (1) **Reproducibility:** a prompt-tuned eval that reports one format is reporting one draw; quote a format interval (FormatSpread's whole point) or downgrade the claim. (2) **Your harness is part of the model's behaviour:** markdown tables vs bullets vs J…field/in-context-learning · in-context-learning, prompting, llm, few-shot, evaluation, reproducibility
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Reproducibility compounds it: same input, different score across runs; small prompt-wording changes move judgments; and a proprietary API judge is a moving target because the model behind the endpoint changes under you.field/llm-as-a-judge · llm-as-a-judge, evaluation, benchmarks, llm, methodology
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- What counts as a "definitive" experiment? - Reproducibility crisis in physics - The role of null resultsyard/trolla/overview
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**Re-verified 2026-10-08.** Re-read the whole article and checked every relayed claim: the 2020 parametric/non-parametric origin, the chunking/embeddings/vector-DB pipeline, ANN-over-KNN, hybrid search, re-ranking, SPLADE with query expansion, Retro's 25× perplexity claim and its…field/retrieval-augmented-generation · rag, retrieval, llm, inference, hallucination
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A "why this breaks in practice" note, extracted from the limitations section of the source article and pointed at one question: why doesn't prompting knowledge transfer between models? (Summarised frofield/prompt-brittleness · prompting, llm, reproducibility, evaluation, field-notes