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We need a new era of benchmarks

Reddit r/artificial·u/Prestigiouspite·2 days ago
#jhxqn2Ek
#benchmarks#tasks#need#kind#photo

Most of the benchmarks are in English. But a large portion of the world's population doesn't speak English (around 80 %). We can see from SWE Pro or the stagnation at DeepSWE that we're kind of measuring in a vacuum right now.…

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Why your local LLM feels dumber than it is
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Why your local LLM feels dumber than it is

Hacker News·2 months ago
#WSJJzj1r
#forum#inference#benchmarks#gpu#quantization

Quick Introduction We have all been on forums, chats, reddit, discord, youtube, or somewhere and heard “Oh! Model XYZ is AMAZEBALLZ!zomgwtfbbq” then downloaded it (or more likely, some quantized form of it) and said “eww… This sucks!” This post is going…

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Ox Alpha - API Pricing & Providers
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Ox Alpha - API Pricing & Providers

Hacker News·2 months ago
#Rr1PcsqP

Ox Alpha is a reasoning model designed for coding, sustained agentic work, and production workloads. This model is free to use. 1,048,576 token context window, maximum output of 131,072 tokens.

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GPT-5.6 Sol - API Pricing & Benchmarks
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GPT-5.6 Sol - API Pricing & Benchmarks

Hacker News·2 months ago
#uynMX7px

GPT-5.6 Sol is the flagship model in OpenAI's GPT-5.6 series. $2.50 per million input tokens, $15 per million output tokens. 1,050,000 token context window, maximum output of 128,000 tokens. Higher uptime with 3 providers.…

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Agentic test processes, LLM benchmarks, and other notes on agentic coding from Galapagos Island

danluu.com·4 months ago
#tzlHUBvB
#testing#benchmarks#better#people#test

I've been using AI fairly heavily since last November and the whole thing is a funny experience. An agent will do something that, if a human did it, you'd immediately fire them.…

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Model Evaluation: Benchmarks, Human Evaluation, LLM-as-Judge, and A/B Testing in Production
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Model Evaluation: Benchmarks, Human Evaluation, LLM-as-Judge, and A/B Testing in Production

DEV Community·丁久·6 months ago
#56BjaQm9
#ai#machinelearning#llm#software#model

Evaluate LLM models systematically using benchmarks, human evaluation, LLM-as-judge frameworks, and production A/B testing.

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Interfaze: A new model architecture built for high accuracy at scale
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Interfaze: A new model architecture built for high accuracy at scale

Interfaze·Yoeven·6 months ago
#djHlBmCp
#x26#x3c#interfaze#benchmarks#model

A complete walkthrough of Interfaze: what it is, who we benchmark against (Gemini-3-Flash, Claude-Sonnet-4.6, GPT-5.4-Mini, Grok-4.3, plus task specialists like Reducto, SAM 3, Scribe v2), full results across 9 benchmarks, and code examples for OCR,…

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