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#Benchmark

930 articles tagged with Benchmark

Latest Trending
Dev.to tutorial Jul 16

From 9% to 63%: Letting a Benchmark Build a Better MCP Security Proxy

I built an open benchmark to measure how much of the MCP (AI-agent) attack surface a defense actually covers โ€” then used that number, one gap at a time, to drive a proxy from 9% to...

Benchmark MCP
12
Dev.to tutorial Jul 16

Our few-shot examples came from the eval set. The 0.94 was fiction.

TL;DR. Our ticket-routing eval scored 0.94 for five weeks. The number was manufactured. We had built...

Benchmark
20
Dev.to tutorial Jul 16

Your eval pass rate is 98 percent. Your confidence interval is probably wrong.

TL;DR. Almost every eval harness reports a pass rate with an error bar, and almost every one of those...

Benchmark
12
Mastodon discussion Jul 16

๐Ÿ“Š Qwen3 VL 8B (Reasoning) โ€” the actual numbers GPQA: 57.9% MMLU-Pro: 74.9% Humanity's Last Exam: 3.3% Long Context Reaso...

๐Ÿ“Š Qwen3 VL 8B (Reasoning) โ€” the actual numbers GPQA: 57.9% MMLU-Pro: 74.9% Humanity's Last Exam: 3.3% Long Context Reasoning: 31%โšก 128.9 tokens/sec๐Ÿ’ฐ 16.1 intelligence points per do...

Benchmark
9
Product Hunt tool Jul 16

Yapper Leaderboard

See the biggest startup yappers on X/Twitter Discussion | Link

Benchmark
15
Papers with Code paper Jul 16

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance

Visually impaired individuals (VIIs) encounter significant daily challenges due to limited access to visual information. Although Multimodal Large Language Models (MLLMs) have achi...

Benchmark
21
Mastodon discussion Jul 15

๐Ÿ“„ AI paper of the day:ยซ SynthDocBench: Controlled Benchmark for Long-Context Visual Document Understanding ยปโ–ฒ 47 upvotes...

๐Ÿ“„ AI paper of the day:ยซ SynthDocBench: Controlled Benchmark for Long-Context Visual Document Understanding ยปโ–ฒ 47 upvotes on Hugging Facehttps://huggingface.co/papers/2607.10400#AI ...

Benchmark
18
Dev.to tutorial Jul 15

Why did my benchmark stop at N=22? A debugging story in nine bugs

Submission for DEV's Summer Bug Smash โ€” Smash Stories track. There was a file in my repo called...

Benchmark
12
Mastodon discussion Jul 15

Imaging-101 benchmark exposes where AI coding agents fail at real sciencehttps://1ban.news/imaging-101-benchmark-llm-cod...

Imaging-101 benchmark exposes where AI coding agents fail at real sciencehttps://1ban.news/imaging-101-benchmark-llm-coding-scientific/#1ban #imaging #101 #benchmark #llm #tech

LLM Benchmark
9
Mastodon discussion Jul 15

๐Ÿ“Š Llama 3.3 Nemotron Super 49B v1 (Reasoning) โ€” the actual numbers GPQA: 64.3% MMLU-Pro: 78.5% Humanity's Last Exam: 6.5...

๐Ÿ“Š Llama 3.3 Nemotron Super 49B v1 (Reasoning) โ€” the actual numbers GPQA: 64.3% MMLU-Pro: 78.5% Humanity's Last Exam: 6.5% Long Context Reasoning: 17%Measured independently, not sel...

Meta Benchmark
9
NewsData.io news Jul 15

Perplexity Launches WANDR Benchmark For Measuring Large-Scale Research Capabilities Of AI Agents

Perplexity launches WANDR benchmark to test AI research capabilities, revealing ongoing challenges in large-scale data discovery and evidence validation. The post Perplexity Launch...

Benchmark
21
Dev.to tutorial Jul 15

I built a production-grade Telegram support agent in n8n โ€” and wrote a 20-test eval suite before shipping it

Most AI chatbot templates you find online share the same problem: nobody ever tested them. They demo...

Benchmark
12
Dev.to tutorial Jul 14

I picked a coding agent off a leaderboard. It flopped on our codebase.

Last year my team had to pick a coding agent, and I volunteered to run the evaluation. I felt good...

Benchmark
12
Dev.to tutorial Jul 14

I built an LLM eval framework from scratch. Here is what I wish I had bought instead.

One weekend I wrote an LLM eval framework in about two hundred lines of Python. It demoed...

LLM Benchmark
12
Dev.to tutorial Jul 14

Comparing Two Eval Runs by Their Average Pass Rate Is the Wrong Test

TL;DR. You run version A and version B against the same 500-item eval set. A passes 71.4 percent, B...

Benchmark
12
Dev.to tutorial Jul 14

We gated CI on six open-source LLM eval frameworks. Only two survived the merge queue.

TL;DR. Most "top open-source LLM eval framework" roundups rank features. None of them ask the one...

LLM Open Source Benchmark
12
Dev.to tutorial Jul 14

Your RAG Eval Isn't Flaky. Your Retrieval Is Non-Deterministic.

Same query. Same documents. Same model. And the RAG eval can still hand back a different...

RAG Benchmark
35
Mastodon discussion Jul 14

๐Ÿ“Š Mi:dm K 2.5 Pro โ€” the actual numbers GPQA: 70.1% MMLU-Pro: 80.9% Humanity's Last Exam: 7.7% Long Context Reasoning: 9%...

๐Ÿ“Š Mi:dm K 2.5 Pro โ€” the actual numbers GPQA: 70.1% MMLU-Pro: 80.9% Humanity's Last Exam: 7.7% Long Context Reasoning: 9%Measured independently, not self-reported โ†’https://opensourc...

Benchmark
9
Dev.to tutorial Jul 14

The Leaderboard Is Dead. Here's What I Actually Reach For.

The Leaderboard Is Dead. Here's What I Actually Reach For. Let It Break โ€” part 2 Tags: #ai...

Benchmark
12
Mastodon discussion Jul 14

Show HN: Benchmark your eng team's AI agent maturity in 5 minuteshttps://agent-benchmarks.com/software-factory/#ai

Show HN: Benchmark your eng team's AI agent maturity in 5 minuteshttps://agent-benchmarks.com/software-factory/#ai

Agents Benchmark
9
Dev.to tutorial Jul 14

I Tested 300+ Models. Then I Killed the Benchmark.

I Tested 300+ Models. Then I Killed the Benchmark. Let It Break โ€” part 1 Tags: #ai #llm...

Benchmark
25
Mastodon discussion Jul 14

Best AI agents fail 50% of visual tool tasks, Apple benchmark showsA new open benchmark with 500+ tools reveals even fro...

Best AI agents fail 50% of visual tool tasks, Apple benchmark showsA new open benchmark with 500+ tools reveals even frontier AI models can't reliably read an image and act on it, ...

Benchmark
9
Mastodon discussion Jul 14

AI music transcription scores 38% on new pop benchmarkA new 572-segment pop music benchmark shows the best AI transcript...

AI music transcription scores 38% on new pop benchmarkA new 572-segment pop music benchmark shows the best AI transcription models still miss most notes in real recordings, affecti...

Benchmark
9
GitHub Trending repo Jul 14

iamaniket0/visual-eval: Evaluation pipeline for text-to-image and image-editing models using Soft-TIFA scoring and MLLM-as-judge

Evaluation pipeline for text-to-image and image-editing models using Soft-TIFA scoring and MLLM-as-judge

Image Generation Benchmark
35
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