# Goal Alignment on PPS-Bench English

Source: [Goal Alignment on PPS-Bench English](<https://www.sota2.com/research/sota/goal-alignment-on-pps-bench-english>)

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

Data updated: 2026-04-01T08:57:35.623Z

Evaluation of model performance on Goal Alignment using the PPS-Bench English dataset, measured by the Goal Alignment Score.

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 | Goal Alignment |
| Dataset (including any stated split) | PPS-Bench English |
| Metric | Goal Alignment Score |
| Unit | SCALAR |
| 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

- [Goal Alignment Score](<https://www.sota2.com/research/sota/goal-alignment-on-pps-bench-english.md?metric=Goal%20Alignment%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Goal Alignment Score | Result date | Report paper |
| --- | --- | --- | --- |
| Claude | 5 | Not recorded | 69cca6aa0636e5bf4afcbcd1 |
| Claude | 5 | Not recorded | 69cca6aa0636e5bf4afcbcd1 |
| Claude | 5 | Not recorded | 69cca6aa0636e5bf4afcbcd1 |
| Gemini | 5 | Not recorded | 69cca6aa0636e5bf4afcbcd1 |
| GPT-4o | 4.983 | Not recorded | 69cca6aa0636e5bf4afcbcd1 |
| GPT-4o | 4.983 | Not recorded | 69cca6aa0636e5bf4afcbcd1 |
| Gemini | 4.967 | Not recorded | 69cca6aa0636e5bf4afcbcd1 |
| Gemini | 4.95 | Not recorded | 69cca6aa0636e5bf4afcbcd1 |
| GPT-4o | 4.933 | Not recorded | 69cca6aa0636e5bf4afcbcd1 |
| Claude | 4.65 | Not recorded | 69cca6aa0636e5bf4afcbcd1 |
| Claude | 4.483 | Not recorded | 69cca6aa0636e5bf4afcbcd1 |
| Gemini | 4.45 | Not recorded | 69cca6aa0636e5bf4afcbcd1 |
| GPT-4o | 4.4 | Not recorded | 69cca6aa0636e5bf4afcbcd1 |
| GPT-4o | 4.317 | Not recorded | 69cca6aa0636e5bf4afcbcd1 |
| Gemini | 3.95 | Not recorded | 69cca6aa0636e5bf4afcbcd1 |
| Claude | 3.333 | Not recorded | 69cca6aa0636e5bf4afcbcd1 |
| GPT-4o | 3.317 | Not recorded | 69cca6aa0636e5bf4afcbcd1 |
| Gemini | 2.683 | Not recorded | 69cca6aa0636e5bf4afcbcd1 |

### Claude

Goal Alignment Score: 5. Result ID: 69ccddec47f34ce924b6b3d5.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6aa0636e5bf4afcbcd1.md>)

Recorded evaluation configuration: {"Prompt Condition":"Cond D (AI-5W3H)"}. This record does not assert independent reproduction.

### Claude

Goal Alignment Score: 5. Result ID: 69ccddec47f34ce924b6b3d6.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6aa0636e5bf4afcbcd1.md>)

Recorded evaluation configuration: {"Prompt Condition":"Cond E (CO-STAR)"}. This record does not assert independent reproduction.

### Claude

Goal Alignment Score: 5. Result ID: 69ccddec47f34ce924b6b3d7.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6aa0636e5bf4afcbcd1.md>)

Recorded evaluation configuration: {"Prompt Condition":"Cond F (RISEN)"}. This record does not assert independent reproduction.

### Gemini

Goal Alignment Score: 5. Result ID: 69ccddec47f34ce924b6b3e3.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6aa0636e5bf4afcbcd1.md>)

Recorded evaluation configuration: {"Prompt Condition":"Cond F (RISEN)"}. This record does not assert independent reproduction.

### GPT-4o

Goal Alignment Score: 4.983. Result ID: 69ccddec47f34ce924b6b3dc.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6aa0636e5bf4afcbcd1.md>)

Recorded evaluation configuration: {"Prompt Condition":"Cond E (CO-STAR)"}. This record does not assert independent reproduction.

### GPT-4o

Goal Alignment Score: 4.983. Result ID: 69ccddec47f34ce924b6b3dd.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6aa0636e5bf4afcbcd1.md>)

Recorded evaluation configuration: {"Prompt Condition":"Cond F (RISEN)"}. This record does not assert independent reproduction.

### Gemini

Goal Alignment Score: 4.967. Result ID: 69ccddec47f34ce924b6b3e1.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6aa0636e5bf4afcbcd1.md>)

Recorded evaluation configuration: {"Prompt Condition":"Cond D (AI-5W3H)"}. This record does not assert independent reproduction.

### Gemini

Goal Alignment Score: 4.95. Result ID: 69ccddec47f34ce924b6b3e2.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6aa0636e5bf4afcbcd1.md>)

Recorded evaluation configuration: {"Prompt Condition":"Cond E (CO-STAR)"}. This record does not assert independent reproduction.

### GPT-4o

Goal Alignment Score: 4.933. Result ID: 69ccddec47f34ce924b6b3db.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6aa0636e5bf4afcbcd1.md>)

Recorded evaluation configuration: {"Prompt Condition":"Cond D (AI-5W3H)"}. This record does not assert independent reproduction.

### Claude

Goal Alignment Score: 4.65. Result ID: 69ccddec47f34ce924b6b3d2.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6aa0636e5bf4afcbcd1.md>)

Recorded evaluation configuration: {"Prompt Condition":"Cond A (Simple)"}. This record does not assert independent reproduction.

### Claude

Goal Alignment Score: 4.483. Result ID: 69ccddec47f34ce924b6b3d4.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6aa0636e5bf4afcbcd1.md>)

Recorded evaluation configuration: {"Prompt Condition":"Cond C (Manual 5W3H)"}. This record does not assert independent reproduction.

### Gemini

Goal Alignment Score: 4.45. Result ID: 69ccddec47f34ce924b6b3de.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6aa0636e5bf4afcbcd1.md>)

Recorded evaluation configuration: {"Prompt Condition":"Cond A (Simple)"}. This record does not assert independent reproduction.

### GPT-4o

Goal Alignment Score: 4.4. Result ID: 69ccddec47f34ce924b6b3d8.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6aa0636e5bf4afcbcd1.md>)

Recorded evaluation configuration: {"Prompt Condition":"Cond A (Simple)"}. This record does not assert independent reproduction.

### GPT-4o

Goal Alignment Score: 4.317. Result ID: 69ccddec47f34ce924b6b3da.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6aa0636e5bf4afcbcd1.md>)

Recorded evaluation configuration: {"Prompt Condition":"Cond C (Manual 5W3H)"}. This record does not assert independent reproduction.

### Gemini

Goal Alignment Score: 3.95. Result ID: 69ccddec47f34ce924b6b3e0.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6aa0636e5bf4afcbcd1.md>)

Recorded evaluation configuration: {"Prompt Condition":"Cond C (Manual 5W3H)"}. This record does not assert independent reproduction.

### Claude

Goal Alignment Score: 3.333. Result ID: 69ccddec47f34ce924b6b3d3.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6aa0636e5bf4afcbcd1.md>)

Recorded evaluation configuration: {"Prompt Condition":"Cond B (JSON)"}. This record does not assert independent reproduction.

### GPT-4o

Goal Alignment Score: 3.317. Result ID: 69ccddec47f34ce924b6b3d9.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6aa0636e5bf4afcbcd1.md>)

Recorded evaluation configuration: {"Prompt Condition":"Cond B (JSON)"}. This record does not assert independent reproduction.

### Gemini

Goal Alignment Score: 2.683. Result ID: 69ccddec47f34ce924b6b3df.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6aa0636e5bf4afcbcd1.md>)

Recorded evaluation configuration: {"Prompt Condition":"Cond B (JSON)"}. This record does not assert independent reproduction.

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