# Optical Character Recognition on Chronicle American LoCCA (eval)

Source: [Optical Character Recognition on Chronicle American LoCCA (eval)](<https://www.sota2.com/research/sota/optical-character-recognition-on-chronicle-american-locca-eval>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:39:06.395Z

Evaluation of Optical Character Recognition performance on the Chronicle American LoCCA (eval) split, measured by Character Error Rate and processing speed (Lines/second).

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Optical Character Recognition |
| Dataset (including any stated split) | Chronicle American LoCCA (eval) |
| Metric | Character Error Rate |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 18 of 18 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Character Error Rate](<https://www.sota2.com/research/sota/optical-character-recognition-on-chronicle-american-locca-eval.md?metric=Character%20Error%20Rate>): Lower is better; unit: PERCENT.

- [Lines per Second](<https://www.sota2.com/research/sota/optical-character-recognition-on-chronicle-american-locca-eval.md?metric=Lines%20per%20Second>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Character Error Rate | Result date | Report paper |
| --- | --- | --- | --- |
| Google Cloud Vision OCR | 0.5 | Not recorded | 68fa74401e209131cea60891 |
| EffOCR-Word (Small) | 1.5 | Not recorded | 68fa74401e209131cea60891 |
| EffOCR-T (Base) | 2.2 | Not recorded | 68fa74401e209131cea60891 |
| TrOCR (Small) | 2.2 | Not recorded | 68fa74401e209131cea60891 |
| EffOCR-C (Base) | 2.3 | Not recorded | 68fa74401e209131cea60891 |
| EffOCR-C (Small) | 2.8 | Not recorded | 68fa74401e209131cea60891 |
| TrOCR (Small) | 3.1 | Not recorded | 68fa74401e209131cea60891 |
| EasyOCR CRNN | 3.6 | Not recorded | 68fa74401e209131cea60891 |
| TrOCR (Base) | 3.9 | Not recorded | 68fa74401e209131cea60891 |
| TrOCR (Base) | 7.5 | Not recorded | 68fa74401e209131cea60891 |
| PaddleOCR SVTR | 10.3 | Not recorded | 68fa74401e209131cea60891 |
| PaddleOCR SVTR | 10.4 | Not recorded | 68fa74401e209131cea60891 |
| Tesseract OCR (Best) | 10.6 | Not recorded | 68fa74401e209131cea60891 |
| EasyOCR CRNN | 13.1 | Not recorded | 68fa74401e209131cea60891 |
| EasyOCR CRNN | 17 | Not recorded | 68fa74401e209131cea60891 |
| PaddleOCR SVTR | 30.4 | Not recorded | 68fa74401e209131cea60891 |
| TrOCR (Small) | 77.3 | Not recorded | 68fa74401e209131cea60891 |
| TrOCR (Base) | 80.9 | Not recorded | 68fa74401e209131cea60891 |

### Google Cloud Vision OCR

Character Error Rate: 0.5. Result ID: 699337683a6c314849147c45.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

Recorded evaluation configuration: {"Pretraining":"off-the-shelf"}. This record does not assert independent reproduction.

### EffOCR-Word (Small)

Character Error Rate: 1.5. Result ID: 699337683a6c314849147c44.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

Recorded evaluation configuration: {"Pretraining":"from scratch","Parameters":"10.6 M"}. This record does not assert independent reproduction.

### EffOCR-T (Base)

Character Error Rate: 2.2. Result ID: 699337683a6c314849147c43.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

Recorded evaluation configuration: {"Pretraining":"from scratch","Parameters":"101.8 M"}. This record does not assert independent reproduction.

### TrOCR (Small)

Character Error Rate: 2.2. Result ID: 699337683a6c314849147c52.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d5a1e209131cea3964c.md>)

[Implementation](<https://aka.ms/trocr>)

Recorded evaluation configuration: {"Pretraining":"from scratch","Parameters":"62 M"}. This record does not assert independent reproduction.

### EffOCR-C (Base)

Character Error Rate: 2.3. Result ID: 699337683a6c314849147c41.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

Recorded evaluation configuration: {"Pretraining":"from scratch","Parameters":"112.5 M"}. This record does not assert independent reproduction.

### EffOCR-C (Small)

Character Error Rate: 2.8. Result ID: 699337683a6c314849147c42.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

Recorded evaluation configuration: {"Pretraining":"from scratch","Parameters":"9.3 M"}. This record does not assert independent reproduction.

### TrOCR (Small)

Character Error Rate: 3.1. Result ID: 699337683a6c314849147c51.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d5a1e209131cea3964c.md>)

[Implementation](<https://aka.ms/trocr>)

Recorded evaluation configuration: {"Pretraining":"fine-tuned","Parameters":"62 M"}. This record does not assert independent reproduction.

### EasyOCR CRNN

Character Error Rate: 3.6. Result ID: 699337683a6c314849147c48.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62011e209131ce9f725d.md>)

Recorded evaluation configuration: {"Pretraining":"fine-tuned","Parameters":"3.8 M"}. This record does not assert independent reproduction.

### TrOCR (Base)

Character Error Rate: 3.9. Result ID: 699337683a6c314849147c4e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d5a1e209131cea3964c.md>)

[Implementation](<https://aka.ms/trocr>)

Recorded evaluation configuration: {"Pretraining":"fine-tuned","Parameters":"334 M"}. This record does not assert independent reproduction.

### TrOCR (Base)

Character Error Rate: 7.5. Result ID: 699337683a6c314849147c4f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d5a1e209131cea3964c.md>)

[Implementation](<https://aka.ms/trocr>)

Recorded evaluation configuration: {"Pretraining":"from scratch","Parameters":"334 M"}. This record does not assert independent reproduction.

### PaddleOCR SVTR

Character Error Rate: 10.3. Result ID: 699337683a6c314849147c4b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c971e209131cea34b1a.md>)

[Implementation](<https://github.com/PaddlePaddle/PaddleOCR>)

Recorded evaluation configuration: {"Pretraining":"fine-tuned","Parameters":"11 M"}. This record does not assert independent reproduction.

### PaddleOCR SVTR

Character Error Rate: 10.4. Result ID: 699337683a6c314849147c4c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c971e209131cea34b1a.md>)

[Implementation](<https://github.com/PaddlePaddle/PaddleOCR>)

Recorded evaluation configuration: {"Pretraining":"from scratch","Parameters":"11 M"}. This record does not assert independent reproduction.

### Tesseract OCR (Best)

Character Error Rate: 10.6. Result ID: 699337683a6c314849147c46.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

Recorded evaluation configuration: {"Pretraining":"off-the-shelf","Parameters":"1.4 M"}. This record does not assert independent reproduction.

### EasyOCR CRNN

Character Error Rate: 13.1. Result ID: 699337683a6c314849147c49.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62011e209131ce9f725d.md>)

Recorded evaluation configuration: {"Pretraining":"from scratch","Parameters":"3.8 M"}. This record does not assert independent reproduction.

### EasyOCR CRNN

Character Error Rate: 17. Result ID: 699337683a6c314849147c47.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62011e209131ce9f725d.md>)

Recorded evaluation configuration: {"Pretraining":"off-the-shelf","Parameters":"3.8 M"}. This record does not assert independent reproduction.

### PaddleOCR SVTR

Character Error Rate: 30.4. Result ID: 699337683a6c314849147c4a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c971e209131cea34b1a.md>)

[Implementation](<https://github.com/PaddlePaddle/PaddleOCR>)

Recorded evaluation configuration: {"Pretraining":"off-the-shelf","Parameters":"11 M"}. This record does not assert independent reproduction.

### TrOCR (Small)

Character Error Rate: 77.3. Result ID: 699337683a6c314849147c50.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d5a1e209131cea3964c.md>)

[Implementation](<https://aka.ms/trocr>)

Recorded evaluation configuration: {"Pretraining":"off-the-shelf","Parameters":"62 M"}. This record does not assert independent reproduction.

### TrOCR (Base)

Character Error Rate: 80.9. Result ID: 699337683a6c314849147c4d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d5a1e209131cea3964c.md>)

[Implementation](<https://aka.ms/trocr>)

Recorded evaluation configuration: {"Pretraining":"off-the-shelf","Parameters":"334 M"}. This record does not assert independent reproduction.

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