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NVIDIA/RULER

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This repo contains the source code for RULER: What’s the Real Context Size of Your Long-Context Language Models?

10 mentions on Hacker News by 9 people: 1 story, 9 comments · first 2024-04-13 · latest 2025-07-11

Mentions per year 10 mentions · busiest year 2024 (8)
20082026
  1. …up being some confusion with the RULER benchmark from NVIDIA given the (somewhat shared) domain: https://github.com/NVIDIA/RULER EDIT: by shared I only mean the adjacency to LLMs/AI/ML, RL is a pretty big differentiator though and project…
    comment by spmurrayzzz · 2025-07-11 · in Show HN: RULER – Easily apply RL to any agent
  2. …effective one. You need a benchmark like the needle-in-a-haystack or RULER to determine the latter. https://github.com/NVIDIA/RULER
    comment by esafak · 2025-05-22 · in Claude 4
  3. https://github.com/NVIDIA/RULER results in benchmark other than needle in haystack seem solid all the way to 128k
  4. It should be benchmarked against something like RULER[1] 1: https://github.com/hsiehjackson/RULER (RULER: What’s the Real Context Size of Your Long-Context Language Models)
    comment by smusamashah · 2024-08-29 · in 100M Token Context Windows
  5. Absolutely. Gemini results tend to drop off after 128k tokens according to RULER: https://github.com/hsiehjackson/RULER
    comment by cathalc · 2024-05-15 · in Gemini Flash
  6. …ability to do anything complex drops off hugely after 32K tokens. RULER is a much better test: https://github.com/hsiehjackson/RULER > Despite achieving nearly perfect performance on the vanilla needle-in-a-haystack (NIAH) test, all models…
  7. …make it work for long-form technical summarization. My lackluster findings were validated by RULER. https://github.com/hsiehjackson/RULER
    comment by ukuina · 2024-05-12 · in Yi 1.5
  8. ▲ 2
    Ruler: What's the Real Context Size of Your Long-Context Language Models?
    story by thorum · 2024-05-09 · 0 comments
  9. Can someone test this with ruler please? https://github.com/hsiehjackson/RULER In practice all of these long contexts show degraded performance (there's a table on the repo). For my NLP work I find that GPT-4-turbo is much worse after…
  10. We got RULER 3 days ago. https://arxiv.org/abs/2404.06654 https://github.com/hsiehjackson/RULER
    comment by s-macke · 2024-04-13 · in InternLM2