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[Feature] Upgrade the needle-in-a-haystack experiment to Needlebench (#…
…913) * add needlebench * simplify needlebench 32k, 128k, 200k for eval * update act prompt * fix bug in needlebench summarizer * add needlebench intro, fix summarizer * lint summarizer * fix linting error * move readme.md * update readme for needlebench * update docs of needlebench * simplify needlebench summarizers
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