Lightnews — Scholar-powered news

Ai2 @ai2.bsky.social · 4d

This is a step toward our bigger vision: A future where creators can share work knowing they'll receive publicly-tracked credit when AI uses it.
We'll update this data every week. See it & learn more: buff.ly/sFMUrJW
💬 Discuss: buff.ly/iRPzf4m

Making AI citations count with Asta | Ai2

We're releasing data that shows which scientific papers our agentic platform for research and discovery, Asta, relies on most when answering questions.

allenai.org

Ai2 @ai2.bsky.social · 4d

⚠️ Also:
↳ Asta appears to be distributing its citations more evenly than human authors, not citing solely the most popular papers

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Ai2 @ai2.bsky.social · 4d

💡 What we’re learning:
↳ The top five cited papers are from the AI field: Attention Is All You Need, LMs Are Few-Shot Learners, BERT, Chain-of-Thought, & RLHF.

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Ai2 @ai2.bsky.social · 4d

How we’re doing it: Asta uses retrieval-augmented generation (RAG), first retrieving papers then writing an answer that cites them. 🔎 We log those citations and publish the stats.
So far, we've logged 113,200+ queries in ~7 months, recording 4.95M+ citations across 2M+ papers.

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Ai2 @ai2.bsky.social · 4d

Every AI answer is built on real people's work—scientists who ran experiments, authors who wrote papers, researchers who shared discoveries. In academia, citations determine careers. But when AI cites papers? Those citations aren't tracked.
We're changing that. 🚀

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Ai2 @ai2.bsky.social · 4d

📊 Today we're releasing data showing which scientific papers our AI research tool Asta cites most frequently. Think of it as creating citation counts for the AI era—tracking which research is actually powering AI answers across thousands of queries. 🧵

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Ai2 @ai2.bsky.social · 6d

"We are committed to our fully open ethos. That's why we release everything—weights, code, training data, checkpoints, all of it." — @nlpnoah.bsky.social at the Madrona IA Summit last week.

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Ai2 @ai2.bsky.social · 10d

💡 This event is ideal for developers, researchers, and AI enthusiasts who want to go beyond the hype and learn how to apply + adapt powerful AI tools in the real world.
Learn more & register: luma.com/ynxz2650

AI Innovation in the Open · Luma

As part of Seattle AI Week, we invite you to an afternoon of "AI innovation in the open." This event offers a unique opportunity to not only see our latest…

luma.com

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Ai2 @ai2.bsky.social · 10d

We’ll kick off with a presentation of our latest research, then you can choose a track:
↳ Set up and run our upcoming Asta data-driven discovery agent on your own laptop
↳ Learn how to customize our Olmo model family using open-source tools

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Ai2 @ai2.bsky.social · 10d

As part of #SeattleAIWeek, we're hosting "AI Innovation in the Open" on Oct. 30 from 2-4:30pm—an afternoon of live demos and hands-on tutorials at Ai2 HQ. 👇

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Ai2 @ai2.bsky.social · 10d

💡 This event is ideal for developers, researchers, and AI enthusiasts who want to go beyond the hype and learn how to apply + adapt powerful AI tools in the real world.
Learn more & register: luma.com/ynxz2650

AI Innovation in the Open · Luma

As part of Seattle AI Week, we invite you to an afternoon of "AI innovation in the open." This event offers a unique opportunity to not only see our latest…

luma.com

Ai2 @ai2.bsky.social · 11d

Interested in learning more, or getting early access? Sign up here → buff.ly/prVm1Fj
What’s next: Asta DataVoyager will be released to the general public soon. Stay tuned 🧪

allenai.org

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Ai2 @ai2.bsky.social · 11d

The Cancer AI Alliance (CAIA) is already prototyping Asta DataVoyager in a federated, multi-institution setup for cancer studies—keeping clinical data local and secure.
Read more about CAIA here: buff.ly/ACpxLNT

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Ai2 @ai2.bsky.social · 11d

🔒 Trust + control by design: deploy Asta DataVoyager on your own infra or private server, keep data in your purview, & delete data at any time.

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Ai2 @ai2.bsky.social · 11d

Every Asta DataVoyager run returns:
🧪 A crisp answer
📊 Clear visuals
💻 Copyable code
🚀 A methods section documenting tests, assumptions, & steps
Outputs are structured and consistent—ready to share with collaborators or drop into a preprint.

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Ai2 @ai2.bsky.social · 11d

💡 How it works: upload a dataset and ask a question in plain language (e.g., “Which treatment leads to improvements after week 6?”). Add optional context, and Asta handles the rest—no coding knowledge required.

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Ai2 @ai2.bsky.social · 11d

Introducing Asta DataVoyager—our new AI capability in Asta that turns structured data into transparent, reproducible insights. Built for scientists, grounded in open, inspectable workflows. 🧵

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Ai2 @ai2.bsky.social · 13d

Have a tough scientific research question? Submit it, compare citation-grounded model responses, and vote. The leaderboard updates regularly as the community weighs in → sciarena.allen.ai

Ai2 SciArena

sciarena.allen.ai

Ai2 @ai2.bsky.social · 13d

💡 Static benchmarks ≠ real research workflows
📈 SciArena is dynamic: new questions & constantly added papers + votes so model rankings reflect the latest science and which models can actually synthesize studies into trusted answers.

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Ai2 @ai2.bsky.social · 13d

🧪 What’s SciArena? Our open, community-powered eval measuring LLM performance on scientific literature tasks. Based on their answers to science-related questions, models are ranked in our public leaderboard.

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Ai2 @ai2.bsky.social · 13d

The newest DeepSeek and Anthropic models – plus Kimi K2–0905, Qwen3-Next, & Grok 4 Fast – are now available for head-to-head voting on real scientific queries. Ask, compare, & help rank them👇

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Ai2 @ai2.bsky.social · 13d

A few new challengers enter SciArena—including DeepSeek-V3.2-Exp and Claude Sonnet 4.5 🔬

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Ai2 @ai2.bsky.social · 13d

Have a tough scientific research question? Submit it, compare citation-grounded model responses, and vote. The leaderboard updates regularly as the community weighs in → sciarena.allen.ai

Ai2 SciArena

sciarena.allen.ai

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Ai2 @ai2.bsky.social · 13d

💡 Static benchmarks ≠ real research workflows
📈 SciArena is dynamic: new questions & constantly added papers + votes so model rankings reflect the latest science and which models can actually synthesize studies into trusted answers.

1 1

Ai2 @ai2.bsky.social · 13d

🧪 What’s SciArena? Our open, community-powered eval measuring LLM performance on scientific literature tasks. Based on their answers to science-related questions, models are ranked in our public leaderboard.

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