Update README.md

README.md

@@ -8,14 +8,33 @@ pipeline_tag: text-generation
      
 **Emendator** is a [byt5-xl](https://huggingface.co/google/byt5-xl) model finetuned to correct OCR artifacts in Latin text. 
 
-**This model cannot provide completely faithful reconstruction for all orthographies - on a large scale, it will shift the distribution of tokens towards what that which it has been trained on.**
-As such, use it only in circumstances when the primary concern is only to recover intelligble Latin, not to recover intelligble Latin of a *particular* style.
+**This model cannot provide completely faithful reconstruction for all orthographies - on a large scale, it will shift the distribution of tokens towards what that which it has been trained on.** 
 
+This is to say **Emendator will take editorial liberties with your data.** It is fond of introducing abbreviations.
+
+
+The model is intended to be used on segments of **250** characters. Anything else will compromise performance. 
+As such, use it only in circumstances when the primary concern is only to recover intelligible Latin, not to recover intelligble Latin of a *particular* style.
+
+### Lightly Corrupted Text
       Original: "atque optimo viro, peterem; superavi tamen dignitate Catilinam, gratia Galbam. Quod si id crimen homini novo esse deberet, profecto",
       
       OCR: "atqu optimo viro, peterem, superavi tamen dignitate Catilinam, qatia Gdbam. Quod si id crimen homini novo esse deberet, protecto\n",
       
       Emendator Reconstruction: "atque optimo viro, peterem, superavi tamen dignitate Catilinam, gratia Galbam. Quod si id crimen homini novo esse deberet, profecto",
+### Heavily Corrupted Text
+      Orig:       "Aegidius Lusitanus Olysipone natus Sacrae Theologiae Magister scripsit Commentarium in libros Sententiarum."
+      
+      OCR:       "/Egidinslufitanusolufiponc natusS.Thcol.Mag.fcripfitCorn rncntariurninlibros>Scntcntiarurn«"
+      
+      Corrected:  "Egidius Lusitanus olusipone natus S. Theol. Mag. scripsit Commentarium in libros Sententiarum"
+### Severely Corrupted Text
+
+      Orig:       "Diligam te Domine fortitudo mea. Dominus firmamentum meum et refugium meum et liberator meus."
+      
+      OCR:        "Diligamtc Do rnincfortitudomca:Dominusfirma rncntumrncurn&rcfugiurnmcurn&libcratorrnc9«"
+      
+      Emendator Reconstruction:  "Diligam te Domine fortitudo mea Dominus firmamentum meum refugium meum liberator meus"
 
 If you use this in your work, please cite: 
 ```