What was a Papers with Code leaderboard?

A Papers with Code leaderboard connected a machine learning task to datasets, metrics, ranked model results, paper links, and code links.

What should a Papers with Code alternative preserve?

It should preserve task pages, benchmark definitions, metric direction, source links, timestamps, and evidence for each reported score.

Papers with Code leaderboard

What the Papers with Code website made easy to scan.

The strongest part of Papers with Code was the visual leaderboard pattern: task, dataset, metric, model, score, paper, and code in one place. CodeSOTA keeps that structure while adding freshness and evidence checks.

Papers with Code guide Browse benchmarks

Papers with Code leaderboard anatomy showing tasks, datasets, metrics, models, scores, and proof — A leaderboard is not just a ranking. It is a compact visual map of benchmark claims and supporting evidence.

Website intent

Find SOTA fast

Core object

Leaderboard row

Hidden risk

Stale claims

CodeSOTA focus

Evidence graph

Leaderboard parts

The pieces every SOTA leaderboard needs

Task

semantic segmentation, OCR, question answering

Defines the job being solved, not just the dataset name.

Dataset

ADE20K, TextVQA, MTEB

Gives the benchmark context for the score.

Metric

mIoU, accuracy, F1, CER

Prevents comparing scores that measure different things.

Model and source

paper, repo, evaluation note

Turns a leaderboard row into a verifiable claim.

ADE20K visual benchmark

A graphics-first benchmark page for segmentation search traffic.

PaddleOCR example output

OCR boxes, recognized lines, confidence scores, and visual examples.

SOTA API

Use benchmark claims programmatically instead of manually scraping pages.