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Posts by Jonathan Frankle

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This is how it's done.

A strong and principled response by WilmerHale to the illegal Executive Order attack - a form of attempted government intimidation declared unconstitutional by a federal judge.

This is how to guard the rule of law.

1 year ago 26312 6656 441 373
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TAO: Using test-time compute to train efficient LLMs without labeled data LIFT fine-tunes LLMs without labels using reinforcement learning, boosting performance on enterprise tasks.

The hardest part about finetuning is that people don't have labeled data. Today, @databricks.bsky.social introduced TAO, a new finetuning method that only needs inputs, no labels necessary. Best of all, it actually beats supervised finetuning on labeled data. www.databricks.com/blog/tao-usi...

1 year ago 35 6 0 2
A poster with three professor's pictures with the text "can your professors handle the heat"

A poster with three professor's pictures with the text "can your professors handle the heat"

Join @kumarde.bsky.social Bryan, and me in CSE tomorrow as we do Hot Ones for Academics. My normally spicy research takes will get even spicier

1 year ago 8 2 1 0
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Excited to share our work with friends from MIT/Google on Learned Asynchronous Decoding! LLM responses often contain chunks of tokens that are semantically independent. What if we can train LLMs to identify such chunks and decode them in parallel, thereby speeding up inference? 1/N

1 year ago 16 9 1 1
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Improving Retrieval and RAG with Embedding Model Finetuning Fine-tune embedding models on Databricks to enhance retrieval and RAG accuracy with synthetic data—no manual labeling required.

We're probably a little too obsessed with zero-shot retrieval. If you have documents (you do), then you can generate synthetic data, and finetune your embedding. Blog post lead by @jacobianneuro.bsky.social shows how well this works in practice.

www.databricks.com/blog/improvi...

1 year ago 9 5 1 0

In case it is not clear from my reposts, the Trump administration is engaged in an illegal AND unconstitutional to seize power over the federal government away from Congress and the courts. "Pausing" payment on the government's bills is just one part of it, but it is among the worst.

1 year ago 24 7 1 0

Being right for the wrong reasons doesn't increase my confidence...

1 year ago 6 0 1 0

All the more convinced that the markets don't understand AI. Both the irrational hype and the irrational pessimism. DeepSeek is incredibly bullish for GPU sales...

1 year ago 10 1 2 0
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Thank goodness for Greek letters!

1 year ago 0 0 0 0
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Meta backs Databricks as the data analytics startup inches toward IPO Meta rarely invests in startups, but it works with Databricks on the Llama open-source models that Meta trains.

Very excited that our Series J is complete. Especially thrilled to have our friends at Meta on board!

1 year ago 12 1 1 0

Gives a new meaning to "Infrastructure Week"

1 year ago 4 0 1 0
Tweet from the Anti-Defamation League, or ADL:

This is a delicate moment. It's a new day and yet so many are on edge.
Our politics are inflamed, and social media only adds to the anxiety.
It seems that @elonmusk made an awkward gesture in a moment of enthusiasm, not a Nazi salute, but again, we appreciate that people are on edge.
In this moment, all sides should give one another a bit of grace, perhaps even the benefit of the doubt, and take a breath. This is a new beginning.
Let's hope for healing and work toward unity in the months and years ahead.
5:52 PM • Jan 20, 2025

Tweet from the Anti-Defamation League, or ADL: This is a delicate moment. It's a new day and yet so many are on edge. Our politics are inflamed, and social media only adds to the anxiety. It seems that @elonmusk made an awkward gesture in a moment of enthusiasm, not a Nazi salute, but again, we appreciate that people are on edge. In this moment, all sides should give one another a bit of grace, perhaps even the benefit of the doubt, and take a breath. This is a new beginning. Let's hope for healing and work toward unity in the months and years ahead. 5:52 PM • Jan 20, 2025

This is so bad

1 year ago 8207 907 1011 692

I wasn’t expecting a nazi salute on day 1 but here we are. I of course understand that due to the palm on heart there’s plausible deniability but we all understand the intent

1 year ago 43 2 3 0

Impressed by those able to talk about Deepseek right now.

1 year ago 40 2 2 0
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GitHub - databricks/Compose-RL Contribute to databricks/Compose-RL development by creating an account on GitHub.

Interesting Friday evening code drop from @rajammanabrolu.bsky.social and Brandon Cui at @databricks.bsky.social. That's all I'm allowed to say for now... github.com/databricks/c...

1 year ago 13 1 0 1
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Learn more: congestionreliefzone.mta.info

1 year ago 1034 199 24 108

Absolutely loving the RM Twitter/Bluesky discourse.

1 year ago 3 0 0 0
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🧵 Super proud to finally share this work I led last quarter - the
@databricks.bsky.social Domain Intelligence Benchmark Suite (DIBS)! TL;DR: Academic benchmarks ≠ real performance and domain intelligence > general capabilities for enterprise tasks. 1/3

1 year ago 5 4 4 1
Price of the brick going up

Price of the brick going up

Databricks raises $10b Series J at $62b valuation, the largest venture round ever.
www.databricks.com/company/news...

1 year ago 11 2 1 1
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Databricks is Raising $10B Series J Investment at $62B Valuation Funding led by new investor Thrive Capital Company expects to cross $3B in revenue run rate and achieve positive free cash flow in fourth quarter

The world needs data intelligence, and @databricks.bsky.social is delivering. Thank you to the investors who continue to support us on this journey. 🧱🧱🧱 www.databricks.com/company/news...

1 year ago 14 3 1 0

Lastly, thank you as always to the amazing team at @databricks.bsky.social and the scientific and open source communities. You all keep me especially excited about the bright future we're creating. The folks at Meta, AI2, Eleuther, HuggingFace, Kaggle, among many many others.

1 year ago 3 0 0 0

TLDR: See the TLDR at the top of the thread. Merry NeurIPS to everyone in the AI community. 2025 will be an exciting year ♥️🧱📈

1 year ago 2 0 1 0

11. My understanding of semiconductor progress is that, even it looks nice on a log/log plot, progress was never certain and hard-fought new ideas were always needed to get to the next step. If we knew how to get straight to 2nm, we wouldn't have done 65nm or 4nm.

1 year ago 3 0 1 0
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10. Next metaphor: Moore's "law." Gordon Moore wrote a great article in 2003 reflecting on that trend called "No Exponential is Forever...But Forever Can Be Delayed!" cseweb.ucsd.edu/classes/wi10...

1 year ago 2 0 1 0

9. Even the worst case scenario for progress (model quality freezes forever at the level of GPT4++ and cost to use it keeps coming down) will lead to decades of new ideas and advances on top of AI that will leave the world transformed. Even the most bearish case is bullish.

1 year ago 6 0 1 1

8. But the world was transformed by the internet. It took decades of trial and error and experience and evolution and culture to make the most of it. Lower cost and greater access meant things that didn't make sense before (video sharing) later did. Imagine explaining "demure" to someone in 1995.

1 year ago 3 0 1 0

7. I look to the history of computing. From what I understand, the technology behind the internet was largely fixed ("ossified" according to some) by the mid 90s. All that changed between then and now is that cost came down and access improved.

1 year ago 7 0 1 0

6. Or maybe an incremental gain is enough to unlock extraordinary economic value that far outstrips the overall cost of building and using the model.

1 year ago 3 0 1 0

5. Maybe scaling trends continue but incremental bumps on real tasks mean the models aren't worth deploying given inference costs. I don't have inside info, but my guess is this is why we don't have Gemini 1.5 Ultra or Claude 3.5 Opus. Of course someone tried to train them.

1 year ago 4 0 1 1