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PapersWithCode: The SOTA Just Got Sharper!

24 May 2026 · The Neural Feed
PapersWithCode: The SOTA Just Got Sharper! – Neural Toons comic

“Ravi's thrilled. Elena's already calculating the ROI of better benchmarks.”

The story behind the toon

What happened: PapersWithCode is revived and now tracks SOTA benchmarks. Leaderboards now support multiple metrics like WER and FPS. The platform now supports external papers and shows paper lineage. Over 3,000 Transformers evals added, and users can submit papers from any source.

This Neural Toon is based on the story “PapersWithCode new features - week 1 [P]”.

Read our summary of the story · original source

Comic transcript

Panel 1 – Ravi: PWC is revived! SOTA benchmarks, across all AI domains!

Panel 1 – Elena: Good. My users need to find best models faster. Time savings!

Panel 1 – Fact: PapersWithCode is revived and now tracks SOTA benchmarks.

Panel 2 – Ravi: Multi-metric leaderboards! WER, FPS, RTFx! So much data!

Panel 2 – Elena: Yes! My stakeholders demand both performance AND speed metrics!

Panel 2 – Fact: Leaderboards now support multiple metrics like WER and FPS.

Panel 3 – Ravi: External papers, GitHub, blogs! Plus, paper lineage tracking!

Panel 3 – Elena: No more 'it's not peer-reviewed' excuses. And version control!

Panel 3 – Fact: The platform now supports external papers and shows paper lineage.

Panel 4 – Ravi: 3,000+ Transformers evals! Anyone can submit papers now!

Panel 4 – Elena: User-generated content scales fast! Community-driven innovation wins!

Panel 4 – Fact: Over 3,000 Transformers evals added, and users can submit papers from any source.

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