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there is actually a paper by OpenAI themselves on summarizing long document. essentially, break a longer text into smaller chunks, and run a multi-stage sequen
by ggnore7452 4y ago
there is actually a paper by OpenAI themselves on summarizing long document.
essentially, break a longer text into smaller chunks, and run a multi-stage sequential summarization. each chunk uses a trailing window of previous chunk as context, and run this recursively.
https://arxiv.org/abs/2109.10862 https://arxiv.org/abs/2109.10862
did a rough implementation myself, works well for articles even 20k tokens. but kind slow because all the additional overlapping runs required. (and more costly)
- poma 4y agogpt-index can do that automatically