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@@ -57,16 +57,19 @@ HTR for the same tokens with page to page congruence, and broadly line by line c
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  * Process Step Two: Run LLM-based process to (a) auto-correct clear errors (b) escalating
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  correction options to a human expert, providing logic, and requesting a decision
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- 5. Examine existing benchmarks for transcription accuracy and apply to fine-tuned models
 
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- 6. Develop domain specific benchmarkes for transcription accuracy and apply to fine-tuned models
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-
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- 7. User testing of output of fine-tuned small LLMs
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  * Correction of single letter errors in word
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  * Correction of doule letter errors in word
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  * Correction of single letter omission in word
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  * Correction of double letter ommission in word
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  DATASETS
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  We have three datasets available to researchers working on Early Modern English in the late C16th and
 
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  * Process Step Two: Run LLM-based process to (a) auto-correct clear errors (b) escalating
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  correction options to a human expert, providing logic, and requesting a decision
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+ 5. Examine existing benchmarks for transcription accuracy and apply to fine-tuned models and develop domain specific
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+ benchmarkes for transcription accuracy and apply to fine-tuned models
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+ 7. User testing of impact of corrections via fine-tuned small LLMs
 
 
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  * Correction of single letter errors in word
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  * Correction of doule letter errors in word
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  * Correction of single letter omission in word
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  * Correction of double letter ommission in word
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+
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+ 8. User testing of readability of raw HTR and different levels of machine and hand correction
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+ * Impact on readability of raw HRT + rules based Python script optimised to domain
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+ * Impact on readability of raw HTR + rules based Python script optimised to domain + different categories of fin-tuned SMALL LLM machine adjustment
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+
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  DATASETS
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  We have three datasets available to researchers working on Early Modern English in the late C16th and