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Pathfinder-X2

license: CC BY 4.0, Free to use for any purpose, including commercial, with attribution.

The Pathfinder and Pathfinder-X datasets have been crucial for training Large Language Models with Long-Range Dependencies.
In January of 2023, Meta's Mega LLM scored a 97% on the Pathfinder-X dataset, indicating a need for an even more challenging benchmark. Pathfinder-X2 contains 200,000 512x512 images along with 200,000 segmentation masks for those images. Each image contains an assortment of dashed-line "snakes" of varying length, and a model's task is to segment only the snake with a circle on one end. Each image is meant to be fed in as a sequence,pixel-by-pixel, into a Large Language Model.

Explanation paper: https://www.overleaf.com/read/rpsmdnxbdfjt

Based on the Pathfinder dataset by Drew Linsley, Alekh K Ashok, Lakshmi N Govindarajan, Rex Liu, and Thomas Serre.

Sample input Sample label


annotations_creators: - Tyler Suard tags: - language - nlp - llm - long-range size_categories: - 100K<n<1M

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