review readme

README.md

@@ -13,7 +13,7 @@ tags:
 - v1.0.6
 ---
 
-# Model Card for impresso-project/ocr-quality-assessor-unigram-light
+# Model Card for `impresso-project/ocr-quality-assessor-unigram-light`
 
 ## Overview
 
@@ -22,15 +22,16 @@ This model is a **lightweight OCR quality assessor** for historical French and G
 It uses **Bloom filters** containing known word unigrams to evaluate text quality by measuring the proportion of known vs. unknown words in OCR outputs. It is part of the [Impresso Project](https://impresso-project.ch), which develops tools for media archive processing and exploration.
 
 ## Model Details
+### Model Description
 
+- **Developed by:** University of Zurich (UZH) from the [Impresso team](https://impresso-project.ch). The project is an interdisciplinary project focused on historical media analysis across languages, time, and modalities. Funded by the Swiss National Science Foundation ([CRSII5_173719](http://p3.snf.ch/project-173719), [CRSII5_213585](https://data.snf.ch/grants/grant/213585)) and the Luxembourg National Research Fund (grant No. 17498891).
 - **Model type:** Bloom filter–based scoring via a Transformers-compatible pipeline
 - **Languages:** French (fr), German (de)
 - **License:** GPL-3.0
 - **Base resource:** [`impresso-project/OCR-quality-assessment-unigram`](https://huggingface.co/impresso-project/OCR-quality-assessment-unigram)
-- **Interface:** Transformers `pipeline`
+- **Interface:** Hugging Face `transformers` pipeline
 - **Input format:** Raw text string
-- **Output format:** Float score (OCR quality proxy)
-- **Developed by:** UZH, Switzerland
+- **Output format:** Float score representing OCR quality
 
 ## How to Use