Update README.md

README.md

@@ -14,3 +14,30 @@ configs:
   - split: test
     path: "disputable.csv"
 ---
+
+
+# DYMANICQA
+
+This is a repository for the paper [DYNAMICQA: Tracing Internal Knowledge Conflicts in Language Models](https://arxiv.org/abs/2407.17023) accepted at Findings of EMNLP 2024.
+
+<p align="center">
+  <img src="main_figure.png" width="650" alt="main_figure">
+</p>
+
+Our paper investigates the Language Model's behaviour when the conflicting knowledge exist within the LM's parameters. We present a novel dataset containing inherently conflicting data, DYNAMICQA. Our dataset consists of three partitions, **Static**, **Disputable** 🤷‍♀️, and **Temporal** 🕰️.
+
+We also evaluate several measures on their ability to reflect the presence of intra-memory conflict: **Semantic Entropy** and a novel **Coherent Persuasion Score**. You can find our findings from our paper!
+
+The implementation of the measures is available on our github [repo](https://github.com/copenlu/dynamicqa)!
+
+## Dataset
+
+Our dataset consists of three different partitions.
+
+| Partition | Number of Questions |
+| --------- | ------------------- |
+| Static   | 2500 |
+| Temporal | 2495 |
+| Disputable | 694 |
+
+