Wikipedia link race: choosing among thousands of options
The model chooses the next step from hundreds or thousands of links, demonstrating fast decisions with constrained outputs. The post includes a 4:04 video.

On hevmind's three-corpus reranker leaderboard, Jev batch and Perplexity Choice both score 0.501 mean nDCG@10, while Mixedbread v3.1 listwise leads at 0.511.
On our three-corpus reranker leaderboard, Perplexity choice and Jev batch both score 0.501 mean nDCG@10. Mixedbread v3.1 listwise leads at 0.511. Recut by corpus (free account): https://hevmind.com/research/rerankers/?v=2&utm_source=x&utm_campaign=jev-has-company…