readme

README.md

@@ -1,17 +1,18 @@
 ---
 license: apache-2.0
 ---
-# Difficult Long-context Retrieval-like Tasks
-This is the Dataset used in the paper "Hyper-multi-step: The Truth Behind Difficult Long-context Tasks"
+# Difficult Long-context Retrieval Tasks
+* 📜 This is the Dataset used in the paper ["Hyper-multi-step: The Truth Behind Difficult Long-context Tasks"](https://arxiv.org/abs/2410.04422
+* 💻 [github](https://github.com/yuyijiong/hard_retrieval_for_llm)
 
 The tasks we provide are:
 
-Simple tasks which are easy for Long-Context LMs:
+😄 Simple tasks which are easy for Long-Context LMs:
 * ``simple_k2v``: Direct key-to-value retrieval. The key is given and the model needs to retrieve the corresponding value.
 * ``simple_v2k``: Direct value-to-key retrieval. The value is given and the model needs to retrieve the corresponding key.
 * ``multi_step(kv)``: multi-step (formal) KV retrieval. The model needs to retrieve multiple values with multiple queries. Then concatenate the values to form a new key, and finally retrieve the corresponding value.
 
-Difficult tasks which are nearly unsolvable for Long-Context LMs:
+😵 Difficult tasks which are nearly unsolvable for Long-Context LMs:
 * ``logic(kv)``: logic-based KV retrieval. All the values are in range 0-9. We give the range of the value and the model needs to retrieve the corresponding key.
 * ``logic(resume)``: logic-based student resume retrieval. We give the range of the GPA and the model needs to retrieve the corresponding student whose GPA is in the range.
 * ``multi_match(kv)``: multi-match KV retrieval. The value is given and the model needs to retrieve multiple corresponding keys.