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What are some best benchmark for the llm? Like i am tired of benchmaxxed numbers

BACKGROUND
2 SIGNALSFIRST DETECTED 11 July 2026
Narrative synthesis pending — 2 signals collected.
How the story developed
16 Sept
Internal Bechmarks- share them!
OPINION · WHAT · LocalLLaMA
Other feeds and industry voices
1 May
What benchmark would you build for “reply quality” in SDR generation? [D]

<!-- SC_OFF --><div class="md"><p>Working on evaluating some AI-generated outbound (SDR-style emails along with follow-ups), and I’m running into a weird problem. Everyone talks

OPINION · WHEN · MachineLearningOPEN STORY
25 Mar
Is there a reason open source models trail so far behind on ARC-AGI?

<!-- SC_OFF --><div class="md"><p>I've always been under the impression that open models were closely trailing behind closed source models on nearly every benchmark from LM Arena,

OPINION · WHERE · LocalLLaMAOPEN STORY
19 May
Putting together a benchmark for agentic harnesses, any tips for evals? (Test suggestions welcome too)

<!-- SC_OFF --><div class="md"><p>I've been putting together a test system for agentic harnesses against local models. Actually running the harnesses/getting baseline metrics is

OPINION · WHAT · LocalLLaMAOPEN STORY
28 May
I ran some benchmarks using oMLX tool (I know, not representative, too little sample size, leaked benchmarks 99% posible, etc.)... still quite interesting

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1tq7b75/i_ran_some_benchmarks_using_omlx_tool_i_know_not/"> <img alt="I ran some benchmarks using oMLX tool

OPINION · HOW · LocalLLaMAOPEN STORY
6 May
Ran K2.6 through a third-party coding benchmark: heres how the figures stand up

<!-- SC_OFF --><div class="md"><p>I have been following the akitaonrails coding benchmark which tests against a fixed rails + Rubyllm + docker task rather than vendor-reported

OPINION · HOW · LocalLLaMAOPEN STORY
10 Sept
Are we comparing benchmark numbers that aren't actually comparable?

<!-- SC_OFF --><div class="md"><p>Astra and Fable 5.1 were released a few days apart and the benchmark tables for each make their models look very strong. Both benchmark tables

OPINION · WHEN · LocalLLaMAOPEN STORY
11 Aug
Local Benchmark : Muse Glimmer 30B vs Qwen 3.6 27B vs Gemma4 31B (and many other models and finetunes)

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1vlsixl/local_benchmark_muse_glimmer_30b_vs_qwen_36_27b/"> <img alt="Local Benchmark : Muse Glimmer 30B vs

OPINION · WHAT · LocalLLaMAOPEN STORY
13 Sept
Benchmark your custom Pi tools

<!-- SC_OFF --><div class="md"><p>A few people here mentioned interest in a way to test their custom Pi setups, so I figured I’d drop this here: <a

OPINION · HOW · LocalLLaMAOPEN STORY
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