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36
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0
139
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ad0a30d1-5f76-47c4-8e70-f42e0c05cf9c
7694f5b7-2381-438a-8027-2ba1e36cff73
34

Datasets for Lost In The Middle

This repository contains datasets used in the paper "Lost in the Middle: How Language Models Use Long Contexts", focusing on multi-document question answering and key-value retrieval tasks.

Datasets Overview

The datasets provided are as follows:

  • Key-Value Retrieval Datasets

    • kv75: Key-Value pairs with 75 keys.
    • kv140: Key-Value pairs with 140 keys.
    • kv300: Key-Value pairs with 300 keys.
  • Multi-Document Question Answering Datasets

    • qa10: Questions with answers derived from 10 documents.
    • qa20: Questions with answers derived from 20 documents.
    • qa30: Questions with answers derived from 30 documents.

Loading the Data

You can load these datasets using the Hugging Face datasets library:

from datasets import load_dataset

### Example for loading the kv75 dataset
dataset = load_dataset("bzantium/LITM", "kv75")

### Example for loading the qa20 dataset
dataset = load_dataset("bzantium/LITM", "qa20")
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