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Alex Zhang's Website.

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Latest posts

Language model harnesses are compositional generalizers

Harnesses can lead to compositional generalization: we observe a property in training RLMs, in which similarly structured tasks are viewed as isomorphic and all individual LM calls in the harness become in-distribution.

A Mini Exercise on the Mismanaged Geniuses Hypothesis (RLMs on LongCoT)

We study an example of the Mismanaged Geniuses Hypothesis at play on the LongCoT benchmark

The Mismanaged Geniuses Hypothesis

We propose the mismanaged geniuses hypothesis, which posits that existing frontier language models are severely underutilized due to sub-optimal use of individual language model calls.

Language Models will be Scaffolds

The language models we interact with in the near future will be what we call scaffolds today.

Recursive Language Models

We propose Recursive Language Models (RLMs), an inference strategy where language models can decompose and recursively interact with input context of unbounded length through REPL environments.

A Meticulous Guide to Advances in Deep Learning Efficiency over the Years

A very long and thorough guide how deep learning algorithms, hardware, libraries, compilers, and more have become more efficient.

The Annotated Kolmogorov-Arnold Network (KAN)

An annotated guide to the Kolmogorov-Arnold Network

Highlights of NeurIPS 2023 from Reading All 3584 Abstracts

Just me reading through every paper abstract...