# Pillar 2 Intra-shot prompt-following alignment

Source: [Pillar 2 Intra-shot prompt-following alignment](<https://www.sota2.com/research/sota/pillar-2-intra-shot-prompt-following-alignment>)

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

Data updated: 2026-05-15T10:07:25.381Z

Evaluation of model adherence to instructions within a single-shot context (intra-shot), measuring the presence and fidelity of characters, objects, locations, and actions.

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 | Intra-shot prompt-following alignment |
| Dataset (including any stated split) | Pillar 2 Intra-shot prompt-following alignment |
| Metric | Intra-shot Character Presence |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Intra-shot Character Presence](<https://www.sota2.com/research/sota/pillar-2-intra-shot-prompt-following-alignment.md?metric=Intra-shot%20Character%20Presence>): Higher is better; unit: PERCENT.

- [Intra-shot Object Presence](<https://www.sota2.com/research/sota/pillar-2-intra-shot-prompt-following-alignment.md?metric=Intra-shot%20Object%20Presence>): Higher is better; unit: PERCENT.

- [Intra-shot Location Presence](<https://www.sota2.com/research/sota/pillar-2-intra-shot-prompt-following-alignment.md?metric=Intra-shot%20Location%20Presence>): Higher is better; unit: PERCENT.

- [Intra-shot Face Fidelity](<https://www.sota2.com/research/sota/pillar-2-intra-shot-prompt-following-alignment.md?metric=Intra-shot%20Face%20Fidelity>): Higher is better; unit: PERCENT.

- [Intra-shot Face-to-Face Alignment](<https://www.sota2.com/research/sota/pillar-2-intra-shot-prompt-following-alignment.md?metric=Intra-shot%20Face-to-Face%20Alignment>): Higher is better; unit: PERCENT.

- [Intra-shot Face Hair Fidelity](<https://www.sota2.com/research/sota/pillar-2-intra-shot-prompt-following-alignment.md?metric=Intra-shot%20Face%20Hair%20Fidelity>): Higher is better; unit: PERCENT.

- [Intra-shot Face Clothing Fidelity](<https://www.sota2.com/research/sota/pillar-2-intra-shot-prompt-following-alignment.md?metric=Intra-shot%20Face%20Clothing%20Fidelity>): Higher is better; unit: PERCENT.

- [Intra-shot Face Build Fidelity](<https://www.sota2.com/research/sota/pillar-2-intra-shot-prompt-following-alignment.md?metric=Intra-shot%20Face%20Build%20Fidelity>): Higher is better; unit: PERCENT.

- [Intra-shot Object Fidelity](<https://www.sota2.com/research/sota/pillar-2-intra-shot-prompt-following-alignment.md?metric=Intra-shot%20Object%20Fidelity>): Higher is better; unit: PERCENT.

- [Intra-shot Object Shape Fidelity](<https://www.sota2.com/research/sota/pillar-2-intra-shot-prompt-following-alignment.md?metric=Intra-shot%20Object%20Shape%20Fidelity>): Higher is better; unit: PERCENT.

- [Intra-shot Object Color/Texture Fidelity](<https://www.sota2.com/research/sota/pillar-2-intra-shot-prompt-following-alignment.md?metric=Intra-shot%20Object%20Color%2FTexture%20Fidelity>): Higher is better; unit: PERCENT.

- [Intra-shot Object Proportions Fidelity](<https://www.sota2.com/research/sota/pillar-2-intra-shot-prompt-following-alignment.md?metric=Intra-shot%20Object%20Proportions%20Fidelity>): Higher is better; unit: PERCENT.

- [Intra-shot Object Details Fidelity](<https://www.sota2.com/research/sota/pillar-2-intra-shot-prompt-following-alignment.md?metric=Intra-shot%20Object%20Details%20Fidelity>): Higher is better; unit: PERCENT.

- [Intra-shot Location Fidelity](<https://www.sota2.com/research/sota/pillar-2-intra-shot-prompt-following-alignment.md?metric=Intra-shot%20Location%20Fidelity>): Higher is better; unit: PERCENT.

- [Intra-shot Location Layout Fidelity](<https://www.sota2.com/research/sota/pillar-2-intra-shot-prompt-following-alignment.md?metric=Intra-shot%20Location%20Layout%20Fidelity>): Higher is better; unit: PERCENT.

- [Intra-shot Location Color/Mood Fidelity](<https://www.sota2.com/research/sota/pillar-2-intra-shot-prompt-following-alignment.md?metric=Intra-shot%20Location%20Color%2FMood%20Fidelity>): Higher is better; unit: PERCENT.

- [Intra-shot Location Landmarks Fidelity](<https://www.sota2.com/research/sota/pillar-2-intra-shot-prompt-following-alignment.md?metric=Intra-shot%20Location%20Landmarks%20Fidelity>): Higher is better; unit: PERCENT.

- [Intra-shot Location Perspective Fidelity](<https://www.sota2.com/research/sota/pillar-2-intra-shot-prompt-following-alignment.md?metric=Intra-shot%20Location%20Perspective%20Fidelity>): Higher is better; unit: PERCENT.

- [Intra-shot Action Overall Score](<https://www.sota2.com/research/sota/pillar-2-intra-shot-prompt-following-alignment.md?metric=Intra-shot%20Action%20Overall%20Score>): Higher is better; unit: PERCENT.

- [Intra-shot Action Depicted Fidelity](<https://www.sota2.com/research/sota/pillar-2-intra-shot-prompt-following-alignment.md?metric=Intra-shot%20Action%20Depicted%20Fidelity>): Higher is better; unit: PERCENT.

- [Intra-shot Action Subject Identity Fidelity](<https://www.sota2.com/research/sota/pillar-2-intra-shot-prompt-following-alignment.md?metric=Intra-shot%20Action%20Subject%20Identity%20Fidelity>): Higher is better; unit: PERCENT.

- [Intra-shot Action Subject Action Fidelity](<https://www.sota2.com/research/sota/pillar-2-intra-shot-prompt-following-alignment.md?metric=Intra-shot%20Action%20Subject%20Action%20Fidelity>): Higher is better; unit: PERCENT.

- [Intra-shot Action Object Interaction Fidelity](<https://www.sota2.com/research/sota/pillar-2-intra-shot-prompt-following-alignment.md?metric=Intra-shot%20Action%20Object%20Interaction%20Fidelity>): Higher is better; unit: PERCENT.

- [Intra-shot Action Motion Quality](<https://www.sota2.com/research/sota/pillar-2-intra-shot-prompt-following-alignment.md?metric=Intra-shot%20Action%20Motion%20Quality>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Intra-shot Character Presence | Result date | Report paper |
| --- | --- | --- | --- |
| EntityMem | 96.7 | Not recorded | 6a06a8ccdbc836b87d82a3a2 |
| HoloCine | 88.2 | Not recorded | 6a06a8ccdbc836b87d82a3a2 |
| StoryMem | 84.9 | Not recorded | 6a06a8ccdbc836b87d82a3a2 |
| CineTrans | 79.6 | Not recorded | 6a06a8ccdbc836b87d82a3a2 |

### EntityMem

Intra-shot Character Presence: 96.7. Result ID: 6a06f01b47f34ce924ef2844.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8ccdbc836b87d82a3a2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a06a8ccdbc836b87d82a3a2.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HoloCine

Intra-shot Character Presence: 88.2. Result ID: 6a06f01b47f34ce924ef2846.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8ccdbc836b87d82a3a2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fc597a3ef7ccd74e45278b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### StoryMem

Intra-shot Character Presence: 84.9. Result ID: 6a06f01b47f34ce924ef2845.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8ccdbc836b87d82a3a2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694a224c9eebe296e72aaac2.md>)

[Implementation](<https://github.com/Kevin-thu/StoryMem>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CineTrans

Intra-shot Character Presence: 79.6. Result ID: 6a06f01b47f34ce924ef2847.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8ccdbc836b87d82a3a2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ab41e209131cea84b40.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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