Update README.md

README.md

@@ -153,12 +153,36 @@ configs:
 language:
 - en
 ---
-# Dataset Card for Dataset Name
+# Dataset Card for IsoBench
 
 <!-- Provide a quick summary of the dataset. -->
 
 Introducing IsoBench, a benchmark dataset containing problems from four major areas: math, science, algorithms, and games. Each example is presented with multiple isomorphic representations of inputs, such as visual, textual, and mathematical presentations. Details of IsoBench can be found in the [paper](https://arxiv.org/abs/2404.01266) or [website](https://isobench.github.io).
 
+## Table of Contents
+- [Dataset Details](#dataset-details)
+  - [Mathematics](#mathematics)
+  - [Algorithms](#algorithms)
+  - [Games](#games)
+  - [Science](#science)
+- [Data Fields](#deta-fields)
+  - [Mathematics](#mathematics)
+    - [Convexity](#convexity)
+    - [Breakpoint](#breakpoint)
+    - [Parity](#parity)
+  - [Algorithms](#algorithms)
+    - [Connectivity](#connectivity)
+    - [Maxflow](#maxflow)
+    - [Isomorphism](#isomorphism)
+  - [Games](#games)
+    - [Winner Identification](#winner-identification)
+    - [Chess Puzzle](#chess-puzzle)
+  - [Science](#science)
+    - [Chemistry](#chemistry)
+    - [Physics](#physics)
+- [Citation](#citation)
+- [Contact](#contact)
+
 ## Dataset Details
 
 ## Uses
@@ -166,15 +190,11 @@ Introducing IsoBench, a benchmark dataset containing problems from four major ar
 <!-- Address questions around how the dataset is intended to be used. -->
 There are 4 major domains: math, algorithm, game, and science. Each domain has several subtasks. We will show how to load the data for each subtask.
 
-### Direct Use
-
-<!-- This section describes suitable use cases for the dataset. -->
-
-#### Mathematics
+### Mathematics
 
 [More Information Needed]
 
-#### Algorithms
+### Algorithms
 There are three algorithmic tasks, with ascending complexity: graph connectivity, graph maximum flow, and graph isomorphism.
 
 You can download the data by
@@ -190,17 +210,43 @@ Each task has 128 dev samples under the validation split.
 
 
 
-#### Games
+### Games
 
 [More Information Needed]
 
-#### Science
+### Science
 
 [More Information Needed]
 
 
 ## Data Fields
 
+### Mathematics
+
+[More Information Needed]
+
+### Algorithms
+
+#### Connectivity
+- `image`: a PIL Image feature
+- `query_nodes_color`: a `string` feature
+- `adjacency_matrix`:  a `string` feature, a string of an 2d array representing the adjacency matrix of a graph
+- `query_node_1`: a `unit32` feature
+- `query_node_2`: a `unit32` feature
+- `label`: a `bool` feature, with possible values including `True` (query nodes connected) and `False` (query nodes not connected)
+- `id`: a `string` feature
+
+#### Maxflow
+
+#### Isomorphism
+
+### Games
+
+[More Information Needed]
+
+### Science
+
+[More Information Needed]
 
 ## Citation
 
@@ -223,6 +269,6 @@ Each task has 128 dev samples under the validation split.
 Fu, Deqing, Ghazal Khalighinejad, Ollie Liu, Bhuwan Dhingra, Dani Yogatama, Robin Jia, and Willie Neiswanger. "IsoBench: Benchmarking Multimodal Foundation Models on Isomorphic Representations." arXiv preprint arXiv:2404.01266 (2024).
 
 
-## Dataset Card Contact
+## Contact
 
 {deqingfu,zliu2898}@usc.edu, [email protected]