es — — = = BS Ss es es eS eS SES S| =

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1 ° Real-World Tasks:

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Categories: Parallel / Iterative Reasoning

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oe = - =

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=

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Code

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Synthetic Tasks: Multi-Needle Reasoning, Citation Chain

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Question Answering

Generation, Timeline Reordering, etc.

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I

ization

Summar

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Categories: Statistical / Semantic Aggregation

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In-Context Learning

Synthetic Tasks: Variable Tracking, Frequent Words

Document Retrieval

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Extraction, Finding Maximum / Median / Minimum, etc.

& Reranking

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Categories: Explicit / Semantic Retrieval

Retr leva.

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enteq

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ner t

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eee i

Synthetic Tasks: Needles Retrieval (Various Forms), etc
