Update README.md

README.md

@@ -27,15 +27,12 @@ size_categories:
 
 - [**NOSIBLE Forward Looking v1.1 Base**](https://huggingface.co/NOSIBLE/forward-looking-v1.1-base)
 
-
 ## What is it?
 
-The NOSIBLE Forward Looking Dataset is an open collection of **100,000** cleaned, deduplicated, and forward-looking labeled news. Each label reflects the forward looking nature of a short text snippet, categorizing it based on whether the described events are likely to be **forward** or **not-forward** looking.
+The NOSIBLE Forward Looking Dataset is an open collection of **100,000** cleaned, deduplicated, and forward-looking labeled news. Each label reflects the temporal orientation of a short text snippet, categorizing it based on whether the statement is **forward** or **not forward** looking.
 
 All text is sourced from the **NOSIBLE Search Feeds** product using a curated set of finance-related queries. Forward looking labels are assigned through a multi-stage, LLM-based annotation pipeline (described below).
 
-
-
 ## How to use it
 Using the [HuggingFace datasets library](https://huggingface.co/docs/datasets/):
 
@@ -78,9 +75,9 @@ The following is an example sample from the dataset:
 
 ### Data Fields
 
-- `text` (string): A text chunk from a document.
-- `label` (string): The temporal orientation label of the text, sourced from LLMs and refined with active learning (an iterative relabeling process).
-- `netloc` (string): The network location (domain) of the document.
+- `text` (string): A text chunk from a search result.
+- `label` (string): The temporal orientation label.
+- `netloc` (string): The domain name of the source document.
 - `url` (string): The URL of the document.
 
 ## Dataset creation
@@ -118,6 +115,8 @@ The algorithm outline is as follows:
     - Repeat until no additional samples require relabeling.
 5. This is the final dataset used for training the [NOSIBLE Forward Looking v1.1 Base](https://huggingface.co/NOSIBLE/forward-looking-v1.1-base) model.
 
+We used [`OpenAI: GPT-5.1`](https://openrouter.ai/openai/gpt-5.1) as the oracle.
+
 ## Additional information
 
 ### License