Update README.md

README.md

@@ -11,7 +11,7 @@ task_categories:
 - image-feature-extraction
 - zero-shot-classification
 - zero-shot-image-classification
-pretty_name: mmsd_v2
+pretty_name: multimodal-sarcasm-dataset
 tags:
 - sarcasm
 - sarcasm-detection
@@ -53,7 +53,7 @@ dataset_info:
     num_bytes: 1816105257.384
     num_examples: 19816
   - name: validation
-    num_bytes: 259989983.0
+    num_bytes: 259989983
     num_examples: 2410
   - name: test
     num_bytes: 262588464.717
@@ -110,3 +110,9 @@ train_dl = DataLoader(dataset['train'], batch_size=256, shuffle=True)
 test_dl = DataLoader(dataset['test'], batch_size=256, shuffle=True)
 val_dl = DataLoader(dataset['validation'], batch_size=256, shuffle=True)
 ```
+
+## References
+
+[1] Yitao Cai, Huiyu Cai, and Xiaojun Wan. 2019. Multi-Modal Sarcasm Detection in Twitter with Hierarchical Fusion Model. In Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics, pages 2506–2515, Florence, Italy. Association for Computational Linguistics.
+
+[2] Libo Qin, Shijue Huang, Qiguang Chen, Chenran Cai, Yudi Zhang, Bin Liang, Wanxiang Che, and Ruifeng Xu. 2023. MMSD2.0: Towards a Reliable Multi-modal Sarcasm Detection System. In Findings of the Association for Computational Linguistics: ACL 2023, pages 10834–10845, Toronto, Canada. Association for Computational Linguistics.