367 citations · 418 across the 6 of their papers we have counts for
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cs.CL2023★ 14 cited
ARB: Advanced Reasoning Benchmark for Large Language Models
Tomohiro Sawada, Daniel Paleka, Alexander Havrilla +6
Large Language Models (LLMs) have demonstrated remarkable performance on various quantitative reasoning and knowledge benchmarks. However, many of these benchmarks are losing utili…
cs.CL2020★ 2 cited
Current Limitations of Language Models: What You Need is Retrieval
Aran Komatsuzaki
We classify and re-examine some of the current approaches to improve the performance-computes trade-off of language models, including (1) non-causal models (such as masked language…
cs.CL2018★ 4 cited
Extractive Summary as Discrete Latent Variables
Aran Komatsuzaki
In this paper, we compare various methods to compress a text using a neural model. We find that extracting tokens as latent variables significantly outperforms the state-of-the-art…