Update README.md

README.md

@@ -62,7 +62,7 @@ dataset = load_dataset('google/imageinwords', token=None, name="IIW-400", trust_
 ImageInWords (IIW), a carefully designed human-in-the-loop annotation framework for curating hyper-detailed image descriptions and a new dataset resulting from this process.
 We validate the framework through evaluations focused on the quality of the dataset and its utility for fine-tuning with considerations for readability, comprehensiveness, specificity, hallucinations, and human-likeness.
 
-This Data Card describes a mixture of human annotated and machine generated data intended to help create and capture rich, hyper-detailed image descriptions. 
+This Data Card describes `IIW-Benchmark: Eval Datasets`, a mixture of human annotated and machine generated data intended to help create and capture rich, hyper-detailed image descriptions. 
 
 IIW dataset has two parts: human annotations and model outputs. The main purposes of this dataset are:
   1) to provide samples from SoTA human authored outputs to promote discussion on annotation guidelines to further improve the quality
@@ -84,7 +84,7 @@ English
 
 For details on the datasets and output keys, please refer to our [GitHub data](https://github.com/google/imageinwords/tree/main/datasets) page inside the individual folders.
 
-IIW:
+IIW-400:
  - `image/key`
  - `image/url`
  - `IIW`: Human generated image description
@@ -96,7 +96,7 @@ IIW:
    - metrics/First few line(s) as tldr
    - metrics/Human Like
 
-DCI: 
+DCI_Test: 
  - `image`
  - `image/url`
  - `ex_id`
@@ -107,7 +107,7 @@ DCI:
  - `metrics/First few line(s) as tldr`
  - `metrics/Human Like`
 
-DOCCI:
+DOCCI_Test:
  - `image`
  - `image/thumbnail_url`
  - `IIW`: Human generated image description
@@ -118,12 +118,12 @@ DOCCI:
  - `metrics/First few line(s) as tldr`
  - `metrics/Human Like`
 
-LocNar:
+LocNar_Eval:
  - `image/key`
  - `image/url`
  - `IIW-P5B`: Machine generated image description
 
-CM3600:
+CM3_600:
  - `image/key`
  - `image/url`
  - `IIW-P5B`: Machine generated image description