Update README.md

README.md

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 # NTNU × eVici Voice Ordering
+Bachelor’s thesis at NTNU with eVici AS – voice‑driven animal‑feed ordering for farmers.
 
-This organization hosts datasets, models, and experiments developed as part of a **Bachelor’s thesis at the Norwegian University of Science and Technology (NTNU)** in collaboration with **eVici AS**.
+## Vision
+Hands‑free, natural‑language ordering that works while farmers’ hands are busy, gloved, or near machinery.
 
-Our goal is to build **practical, production-oriented language technology** for the agricultural sector.
-
----
-
-## Product Vision
-
-Farmers often need to place animal feed orders while working in environments where:
-
-- hands are occupied  
-- gloves or machinery make typing difficult  
-- screens are inconvenient or unsafe to use  
-
-Traditional web or mobile ordering systems rely on **manual, form-based interaction**, which is slow and impractical in these situations.
-
-We propose a **voice-driven ordering module**:
-
-> A speech-controlled interface that enables hands-free, natural-language order placement directly integrated into eVici’s existing ordering solution.
-
-The system leverages:
-
-- domain-specific language understanding (NLU/SLU)
-- intent detection
-- slot filling / entity extraction
-- fuzzy matching of products and locations
-- dialogue management for clarification and robustness
-- low-latency inference suitable for real-world deployment
-
-The aim is **accurate, robust, and efficient order creation in real agricultural environments**.
-
----
-
-## What we publish here
-
-This organization may include:
-
-- 📦 Synthetic and annotated Norwegian SLU datasets  
-- 🤖 Fine-tuned Transformer/BERT models  
-- 🧪 Experimental baselines and benchmarks  
-- 🗣️ Speech/NLU prototypes  
-- 📊 Evaluation tools and scripts  
-
-All resources support research and prototyping of **voice-based industrial ordering systems**.
-
----
+## We publish
+- Synthetic & annotated Norwegian SLU datasets
+- Fine‑tuned Transformer/BERT models
+- Baselines, benchmarks & evaluation scripts
+- Speech/NLU prototypes
 
 ## Scope
-
-Projects here are:
-
-- domain-specific (animal feed ordering)
-- small-data and applied
-- Norwegian-language focused
-- research and prototype quality
-
-They are not general-purpose language models.
+- Domain‑specific (feed ordering)
+- Small‑data, Norwegian‑focused
+- Research‑prototype quality (not a general‑purpose LM)
 
 ---
 
-*Developed as part of a computer science bachelor thesis at NTNU in partnership with eVici AS.*
+*Developed as part of a computer‑science bachelor thesis at NTNU in partnership with eVici AS.*