# Representation Injection Performance on Llama2-7B evaluation scenarios (test)

Source: [Representation Injection Performance on Llama2-7B evaluation scenarios (test)](<https://www.sota2.com/research/sota/representation-injection-performance-on-llama2-7b-evaluation-scenarios-test>)

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

Data updated: 2026-04-13T07:19:34.373Z

Evaluation of the Llama 2 7B model performance across specific evaluation scenarios related to representation injection, measured using Accuracy.

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 | Representation Injection Performance |
| Dataset (including any stated split) | Llama2-7B evaluation scenarios (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher 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

- [Accuracy](<https://www.sota2.com/research/sota/representation-injection-performance-on-llama2-7b-evaluation-scenarios-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| LTV | 85.16 | Not recorded | 68fa7bb61e209131cea8a133 |
| LTV | 84.6 | Not recorded | 68fa7bb61e209131cea8a133 |
| LTV | 82.54 | Not recorded | 68fa7bb61e209131cea8a133 |
| LTV | 82.24 | Not recorded | 68fa7bb61e209131cea8a133 |
| LTV | 79.34 | Not recorded | 68fa7bb61e209131cea8a133 |
| FV | 73.23 | Not recorded | 68fa7bb61e209131cea8a133 |
| Vanilla TV | 52.82 | Not recorded | 68fa7bb61e209131cea8a133 |
| FV | 51.81 | Not recorded | 68fa7bb61e209131cea8a133 |
| LTV | 51.6 | Not recorded | 68fa7bb61e209131cea8a133 |
| FV | 47.14 | Not recorded | 68fa7bb61e209131cea8a133 |
| Vanilla TV | 38.26 | Not recorded | 68fa7bb61e209131cea8a133 |
| FV | 28.6 | Not recorded | 68fa7bb61e209131cea8a133 |
| FV | 20.44 | Not recorded | 68fa7bb61e209131cea8a133 |
| Vanilla TV | 18.85 | Not recorded | 68fa7bb61e209131cea8a133 |
| Vanilla TV | 14.16 | Not recorded | 68fa7bb61e209131cea8a133 |
| Vanilla TV | 13.3 | Not recorded | 68fa7bb61e209131cea8a133 |
| Vanilla TV | 1.96 | Not recorded | 68fa7bb61e209131cea8a133 |
| FV | 1.4 | Not recorded | 68fa7bb61e209131cea8a133 |

### LTV

Accuracy: 85.16. Result ID: 69dc985047f34ce924c32af6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

Recorded evaluation configuration: {"Scenario":"5) ICL prompts"}. This record does not assert independent reproduction.

### LTV

Accuracy: 84.6. Result ID: 69dc985047f34ce924c32aed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

Recorded evaluation configuration: {"Scenario":"2) More Pos.","Injection Position (P)":"{-5,...,-1}","Injection Layers (L)":"{16}"}. This record does not assert independent reproduction.

### LTV

Accuracy: 82.54. Result ID: 69dc985047f34ce924c32ae7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

Recorded evaluation configuration: {"Scenario":"Baseline","Injection Position (P)":"{-1}","Injection Layers (L)":"{16}"}. This record does not assert independent reproduction.

### LTV

Accuracy: 82.24. Result ID: 69dc985047f34ce924c32af0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

Recorded evaluation configuration: {"Scenario":"3) More layers","Injection Position (P)":"{-1}","Injection Layers (L)":"{0,4,8,...}"}. This record does not assert independent reproduction.

### LTV

Accuracy: 79.34. Result ID: 69dc985047f34ce924c32aea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

Recorded evaluation configuration: {"Scenario":"1) Diff. Pos.","Injection Position (P)":"{4}","Injection Layers (L)":"{16}"}. This record does not assert independent reproduction.

### FV

Accuracy: 73.23. Result ID: 69dc985047f34ce924c32af5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72591e209131cea55d89.md>)

Recorded evaluation configuration: {"Scenario":"5) ICL prompts"}. This record does not assert independent reproduction.

### Vanilla TV

Accuracy: 52.82. Result ID: 69dc985047f34ce924c32af4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e347.md>)

Recorded evaluation configuration: {"Scenario":"5) ICL prompts"}. This record does not assert independent reproduction.

### FV

Accuracy: 51.81. Result ID: 69dc985047f34ce924c32ae6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72591e209131cea55d89.md>)

Recorded evaluation configuration: {"Scenario":"Baseline","Injection Position (P)":"{-1}","Injection Layers (L)":"{16}"}. This record does not assert independent reproduction.

### LTV

Accuracy: 51.6. Result ID: 69dc985047f34ce924c32af3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

Recorded evaluation configuration: {"Scenario":"4) More layers & Pos.","Injection Position (P)":"{-5,...}","Injection Layers (L)":"{0,4,...}"}. This record does not assert independent reproduction.

### FV

Accuracy: 47.14. Result ID: 69dc985047f34ce924c32aef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72591e209131cea55d89.md>)

Recorded evaluation configuration: {"Scenario":"3) More layers","Injection Position (P)":"{-1}","Injection Layers (L)":"{0,4,8,...}"}. This record does not assert independent reproduction.

### Vanilla TV

Accuracy: 38.26. Result ID: 69dc985047f34ce924c32ae5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e347.md>)

Recorded evaluation configuration: {"Scenario":"Baseline","Injection Position (P)":"{-1}","Injection Layers (L)":"{16}"}. This record does not assert independent reproduction.

### FV

Accuracy: 28.6. Result ID: 69dc985047f34ce924c32aec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72591e209131cea55d89.md>)

Recorded evaluation configuration: {"Scenario":"2) More Pos.","Injection Position (P)":"{-5,...,-1}","Injection Layers (L)":"{16}"}. This record does not assert independent reproduction.

### FV

Accuracy: 20.44. Result ID: 69dc985047f34ce924c32af2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72591e209131cea55d89.md>)

Recorded evaluation configuration: {"Scenario":"4) More layers & Pos.","Injection Position (P)":"{-5,...}","Injection Layers (L)":"{0,4,...}"}. This record does not assert independent reproduction.

### Vanilla TV

Accuracy: 18.85. Result ID: 69dc985047f34ce924c32aee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e347.md>)

Recorded evaluation configuration: {"Scenario":"3) More layers","Injection Position (P)":"{-1}","Injection Layers (L)":"{0,4,8,...}"}. This record does not assert independent reproduction.

### Vanilla TV

Accuracy: 14.16. Result ID: 69dc985047f34ce924c32aeb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e347.md>)

Recorded evaluation configuration: {"Scenario":"2) More Pos.","Injection Position (P)":"{-5,...,-1}","Injection Layers (L)":"{16}"}. This record does not assert independent reproduction.

### Vanilla TV

Accuracy: 13.3. Result ID: 69dc985047f34ce924c32af1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e347.md>)

Recorded evaluation configuration: {"Scenario":"4) More layers & Pos.","Injection Position (P)":"{-5,...}","Injection Layers (L)":"{0,4,...}"}. This record does not assert independent reproduction.

### Vanilla TV

Accuracy: 1.96. Result ID: 69dc985047f34ce924c32ae8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e347.md>)

Recorded evaluation configuration: {"Scenario":"1) Diff. Pos.","Injection Position (P)":"{4}","Injection Layers (L)":"{16}"}. This record does not assert independent reproduction.

### FV

Accuracy: 1.4. Result ID: 69dc985047f34ce924c32ae9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb61e209131cea8a133.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72591e209131cea55d89.md>)

Recorded evaluation configuration: {"Scenario":"1) Diff. Pos.","Injection Position (P)":"{4}","Injection Layers (L)":"{16}"}. This record does not assert independent reproduction.

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