Embed 5 and Rerank 5 are now live on OpenRouter!
Build faster, smarter retrieval applications with our state-of-the-art models through a single API. Two models, one bill, zero switching platforms.
Available in Pro and Fast tiers.
@MisterSnowCrash@cohere This should generally work well / as you intend with cutting off documents that score below 0.35. Above, documents typically are expected to have "useful information". This is lower than "answer" because for, e.g., multi-hop queries no document may contain the answer alone.
We, the WüNLP team (https://t.co/qCHab2wwm4), are heading to Budapest, where we will present six papers at EMNLP next week! If any of these spark your interest, just come talk to us :).
Introducing Rerank 5
A few lines of code can change how you search. With this release, we’re advancing the frontier in AI retrieval and precision.
Available in Pro and Fast tiers today.
Time flies and I am looking for full time research positions! I am finishing my PhD at Cambridge early 2027. My research focuses on simulating human behavior with LLMs, LLM personalization, evaluating and shaping model behavior, and understanding human–AI interaction. Please get in touch if you are hiring in relavant areas!
I'm at COLM in SF this week! I work on agentic code gen at @cohere. If you want to talk about training code agents, DM me.
Our team is also hiring: https://t.co/OLpCt1hgkl
Introducing North 2.
Enterprises have been compromising on agentic AI for years: platforms that aren't scalable, models that aren't sovereign, control without enterprise-grade security.
That ends today, with 15+ new features in our biggest upgrade yet:
Embedding model evaluations has many issues, so that sadly benchmarks like BEIR & MTEB became low signal.
With RCP-nDCG we are here to fix some of these:
https://t.co/p8FrnlktVA
https://t.co/9v46sZCN60
I will be at #COLM2026 next week co-presenting:
1️⃣ https://t.co/MyThFxb90b (Tuesday)
2️⃣ https://t.co/uAevs8U6RB (Tuesday)
3️⃣ https://t.co/5zmD3Wa7MH (Thursday)
I will also be at the Actionable Interpretability workshop on Friday: https://t.co/1URwn4J3hf
Let's catch up ☕️ 🍻
You might’ve noticed that our benchmarks for Embed 5 look a bit different 👀
Embed 5 is the first model family evaluated with RCP-nDCG@10, our latest methodology that improves on assessing real-world retrieval quality.
📣 I'm hiring a Ph.D student through ELLIS to join my group at the University of Copenhagen. We work on tokenization-free language models (think: bytes, characters, and pixels). Your office will be at the Østervold Observatory in the beautiful Copenhagen Botanical Gardens.
@DonaldLamp84do@n0riskn0r3ward@benwtrent@cohere "Two annotators of the same document grade it within one step of each other in 77.8% of cases." More details in the paper https://t.co/Fn6EAHB45F and if you'd want to play with the data: https://t.co/gXaFJ2WS0t
I really like @cohere 's RCP-nDCG idea. It's always bugged me how many gaps are in human labeled datasets (even the old standards). Using an LLM to fill in the gaps is very natural: https://t.co/yF68bugWow
Introducing Cohere Embed 5: our new state-of-the-art family of embeddings models.
Get frontier capabilities with Embed 5 Pro or low-latency performance with Embed 5 Fast.
Whose news, in which language, chosen how?
My interview on @DataSkeptic is now out. We got into how news recommenders shape what we read, why they work far better in English than in other languages, and what fairer information access could look like.
https://t.co/4ASid9CD5h
We're hiring! Three PhD/postdoc positions (different projects, topics, and constellations): (i) post-training of MoE LLMs, (ii) sample-efficient LM adaptation for low-resource domains, and (iii) VLA models for robotic manipulation.
More details at:
https://t.co/CMwuAOptX2
I will be at #ICML2026 🇰🇷 presenting three papers on interpretability and model adaptation. Feel free to reach out if you want to chat! 🙂
P.S. I'm looking for motivated students to join my new group at Saarland University 🇩🇪: https://t.co/WJUfRpWBnQ
Marius is a fantastic advisor, collaborator, colleague, and friend. Bittersweet to see him leave Montreal, but excited for all the amazing things he'll do at Saarland University and DFKI 🚀. He's hiring PhD students in LLM adaptation, interpretability, and continual learning. Apply now!