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[2306.15595] Extending Context Window of Large Language Models via Positional Interpolation

https://arxiv.org/abs/2306.15595
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2026-07-26 09:43:09
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Text Highlight2026-07-26 16:07:09
Original Highlight Excerpt
"arXivLabs is a framework that allows collaborators to develop and share new arXiv features"
Whisper Note
Wait, so anyone can build stuff on arXiv now? That's kinda cool actually.
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arxiv.org
Text Highlight2026-07-26 13:04:09
Original Highlight Excerpt
"minimal fine-tuning (within 1000 steps)"
Whisper Note
I tried this with LLaMA 7B and it actually worked for my summarization task, wild.
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arxiv.org
Text Highlight2026-07-26 12:55:09
Original Highlight Excerpt
"minimal fine-tuning (within 1000 steps)"
Whisper Note
Only 1000 steps to get 32k context? That sounds too good to be true honestly.
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arxiv.org
Text Highlight2026-07-26 10:01:09
Original Highlight Excerpt
"extends the context window sizes of RoPE-based pretrained LLMs such as LLaMA models to up to 32768"
Whisper Note
tried something like this once, the attention scores blew up, glad they found a fix
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arxiv.org
Text Highlight2026-07-26 09:52:09
Original Highlight Excerpt
"extends the context window sizes of RoPE-based pretrained LLMs such as LLaMA models to up to 32768"
Whisper Note
but does it actually keep quality on shorter tasks too? paper says yes but i'm skeptical
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arxiv.org
Text Highlight2026-07-26 09:43:09
Original Highlight Excerpt
"extends the context window sizes of RoPE-based pretrained LLMs such as LLaMA models to up to 32768"
Whisper Note
so we can finally read longer docs without the model losing its mind, nice

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