Study
GCSE English Language reading AI marking, 15 marks
Accuracy: Average gap of 1.5 marks from the definitive mark. 13 of 31 matched exactly and 23 of 31 were within 2 marks.
- Exemplars
- 31
- Questions worth
- 15 marks
- Engine version
- 2026.11.04
- Tested
- 6 November 2026
By DeepMark Labs Limited. Last updated 8 November 2026.
The result
Across 31 GCSE English Language reading exemplars worth 15 marks, DeepMark’s marks were an average of 1.5 marks from the definitive mark. 13 matched exactly and 23 were within 2 marks.
Below the top level, DeepMark’s marks match the definitive marks on average: 13 of 22 matched exactly, with an average gap of 0.6 marks. The strongest answers tend to be marked lower, so we recommend a teacher reviews answers DeepMark places near the top.
Gap from the definitive mark
Accuracy over time
How we tested it
- 1We collected real GCSE English Language answers to 15 mark reading questions that the exam board publishes with the mark it awarded, from several exam series.
- 2We loaded each question paper, including the source text the students wrote about, and its mark scheme into DeepMark from the original documents.
- 3Handwritten answers were typed up before marking.
- 4Each answer was marked by the same marking engine teachers use. Nothing was tuned on these answers.
- 5We compared DeepMark's whole mark with the definitive mark for every answer.
Marks against the definitive mark
- Same mark as the definitive mark
- Within 1 mark
- Essays within 1 mark
- Essays further away
- Larger dots hold more essays.
Ranking correlation: 0.92. DeepMark puts these answers in very nearly the same order as the definitive marks. The average gap above is the accuracy figure.
Every mark
Every exemplar in the study, with the definitive mark and DeepMark’s mark. We publish marks only, never student writing.
Every mark, answer by answer (31 exemplars)Show
| Exemplar | Question worth | Definitive mark | DeepMark mark | Difference |
|---|---|---|---|---|
| 1 | 15 | 15 | 12 | 3 marks lower |
| 2 | 15 | 15 | 12 | 3 marks lower |
| 3 | 15 | 15 | 11 | 4 marks lower |
| 4 | 15 | 15 | 11 | 4 marks lower |
| 5 | 15 | 15 | 9 | 6 marks lower |
| 6 | 15 | 14 | 12 | 2 marks lower |
| 7 | 15 | 14 | 11 | 3 marks lower |
| 8 | 15 | 14 | 11 | 3 marks lower |
| 9 | 15 | 13 | 8 | 5 marks lower |
| 10 | 15 | 12 | 10 | 2 marks lower |
| 11 | 15 | 11 | 11 | Exact |
| 12 | 15 | 11 | 11 | Exact |
| 13 | 15 | 11 | 11 | Exact |
| 14 | 15 | 11 | 9 | 2 marks lower |
| 15 | 15 | 11 | 9 | 2 marks lower |
| 16 | 15 | 9 | 9 | Exact |
| 17 | 15 | 8 | 9 | 1 mark higher |
| 18 | 15 | 8 | 8 | Exact |
| 19 | 15 | 8 | 8 | Exact |
| 20 | 15 | 8 | 8 | Exact |
| 21 | 15 | 8 | 8 | Exact |
| 22 | 15 | 6 | 5 | 1 mark lower |
| 23 | 15 | 5 | 6 | 1 mark higher |
| 24 | 15 | 5 | 5 | Exact |
| 25 | 15 | 5 | 5 | Exact |
| 26 | 15 | 5 | 5 | Exact |
| 27 | 15 | 5 | 5 | Exact |
| 28 | 15 | 3 | 5 | 2 marks higher |
| 29 | 15 | 3 | 5 | 2 marks higher |
| 30 | 15 | 3 | 4 | 1 mark higher |
| 31 | 15 | 2 | 2 | Exact |
How to read these numbers
- Average gap
- How far DeepMark's mark was from the definitive mark, on average, ignoring direction. A gap of 1.3 marks means a typical answer was a little over 1 mark away.
- Matched exactly
- DeepMark gave the same whole mark as the definitive mark. This is the strictest test, and only possible because every DeepMark mark is a whole mark.
- Within 1 mark
- DeepMark's mark was the definitive mark or 1 mark either side.
- Ranking correlation
- How closely DeepMark puts answers in the same order as the definitive mark, from 0 to 1. It measures order, not accuracy, so we always show it beside the average gap, never instead of it.
Questions teachers ask
How accurate is DeepMark on GCSE English Language reading?
On 31 GCSE English Language 15 mark reading exemplars, DeepMark's marks were an average of 1.5 marks from the definitive mark. 13 matched exactly and 23 were within 2 marks.
Should a teacher check the marks?
Below the top level, DeepMark's marks match the definitive marks on average. The strongest answers tend to be marked lower, so we recommend a teacher reviews top level answers.
What is the definitive mark?
The mark the exam board published for that exemplar. It is the reference every DeepMark mark is measured against.
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