Create README.md

README.md

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+---
+license: apache-2.0
+language:
+- en
+---
+
+### Signal and Noise: A Framework for Reducing Uncertainty in Language Model Evaluation
+
+<p align="center">
+  <a href="https://github.com/allenai/signal-and-noise/blob/main/LICENSE">
+    <img alt="GitHub License" src="https://img.shields.io/badge/license-Apache 2.0-green">
+  </a>
+  <a href="">
+    <img alt="Paper URL" src="https://img.shields.io/badge/paper-arxiv-red">
+  </a>
+  <a href="https://github.com/allenai/signal-and-noise">
+    <img alt="Huggingface URL" src="https://img.shields.io/badge/code-github-grey">
+  </a>
+</p>
+
+Our work studies the ratio between signal, a benchmark's ability to separate models; and noise, a benchmark's sensitivity to random variability during training steps.
+