How Prompt Ranking Works
Score = Semantic Similarity between AI output and ground truth (0-1 scale, shown as 0-100).
Same Prompts, Different Tasks: The prompts below are used for both scene description and video-article matching. During FPO evaluation, each prompt is tested on actual article data (video frames + article text) to measure how well it performs at generating accurate descriptions and match ratings.
Scene Description: AI describes what's happening in video frames. Compared to article text via semantic similarity.
Video-Article Match: AI rates how well video matches article content (0-100 score).
Prompts are sorted best to worst by weight (Thompson Sampling optimization metric).
Weight balances performance and sample size - more reliable than simple averages.
Improvement percentages show gains over the baseline prompt.
🏆 BEST
📊 143 samples
⚖️ Weight: 0.0214
📈 Avg: -0.33
Analyze this video frame and provide: 1) Main subjects, 2) Actions occurring, 3) Setting/environment, 4) Notable details.
📊 143 samples
⚖️ Weight: 0.0098
📈 Avg: 0.15
Provide a technical description of this frame including: composition, lighting, subjects, actions, and any text visible.
GEN 14
📊 2 samples
⚖️ Weight: 0.0094
📈 Avg: -0.16
Describe this video frame in detail as if narrating a story: identify all main subjects and objects, their actions, the setting or environment, atmosphere, any visible text or graphics, and notable contextual elements. Briefly mention technical aspects such as composition and lighting.
CURRENT
📊 143 samples
⚖️ Weight: -0.0014
📈 Avg: 0.01
Describe what you see in this video frame in detail.
GEN 1
📊 4 samples
⚖️ Weight: -0.0015
📈 Avg: 0.69
Describe this video frame as if narrating a story: comprehensively explain what's happening, who is involved, the context, the setting and atmosphere, actions taking place, and note any visible text or graphics.
📊 143 samples
⚖️ Weight: -0.0030
📈 Avg: 0.07
Analyze this video frame comprehensively: describe the scene, identify all subjects and objects, explain what actions are taking place, note the setting and atmosphere, and mention any text or graphics visible.
📊 143 samples
⚖️ Weight: -0.0038
📈 Avg: -0.02
Describe this scene as if you're narrating a story. What's happening, who's involved, and what's the context?
GEN 12
📊 14 samples
⚖️ Weight: -0.0098
📈 Avg: -0.31
Describe this video frame by detailing the main subjects and objects, their actions, the setting, visible text or graphics, and any notable visual or contextual elements. Briefly include technical aspects such as composition, lighting, and overall atmosphere.
GEN 7
📊 8 samples
⚖️ Weight: -0.0137
📈 Avg: -0.28
Describe this video frame as if narrating a story: clearly identify all main subjects and objects, explain their actions, detail the setting and atmosphere, and note any visible text, graphics, or contextual details to convey what’s happening and who’s involved.
NOT TESTED
GEN 1
📊 0 samples
⚖️ Weight: 0.0000
📈 Avg: N/A
Analyze this video frame and provide a concise, technical description that includes: 1) Main subjects, 2) Actions occurring, 3) Setting/environment, 4) Composition and lighting, 5) Any visible text, and 6) Notable details.
🏆 BEST
📊 143 samples
⚖️ Weight: 0.0214
📈 Avg: -0.33
Analyze this video frame and provide: 1) Main subjects, 2) Actions occurring, 3) Setting/environment, 4) Notable details.
📊 143 samples
⚖️ Weight: 0.0098
📈 Avg: 0.15
Provide a technical description of this frame including: composition, lighting, subjects, actions, and any text visible.
GEN 14
📊 2 samples
⚖️ Weight: 0.0094
📈 Avg: -0.16
Describe this video frame in detail as if narrating a story: identify all main subjects and objects, their actions, the setting or environment, atmosphere, any visible text or graphics, and notable contextual elements. Briefly mention technical aspects such as composition and lighting.
CURRENT
📊 143 samples
⚖️ Weight: -0.0014
📈 Avg: 0.01
Describe what you see in this video frame in detail.
GEN 1
📊 4 samples
⚖️ Weight: -0.0015
📈 Avg: 0.69
Describe this video frame as if narrating a story: comprehensively explain what's happening, who is involved, the context, the setting and atmosphere, actions taking place, and note any visible text or graphics.
📊 143 samples
⚖️ Weight: -0.0030
📈 Avg: 0.07
Analyze this video frame comprehensively: describe the scene, identify all subjects and objects, explain what actions are taking place, note the setting and atmosphere, and mention any text or graphics visible.
📊 143 samples
⚖️ Weight: -0.0038
📈 Avg: -0.02
Describe this scene as if you're narrating a story. What's happening, who's involved, and what's the context?
GEN 12
📊 14 samples
⚖️ Weight: -0.0098
📈 Avg: -0.31
Describe this video frame by detailing the main subjects and objects, their actions, the setting, visible text or graphics, and any notable visual or contextual elements. Briefly include technical aspects such as composition, lighting, and overall atmosphere.
GEN 7
📊 8 samples
⚖️ Weight: -0.0137
📈 Avg: -0.28
Describe this video frame as if narrating a story: clearly identify all main subjects and objects, explain their actions, detail the setting and atmosphere, and note any visible text, graphics, or contextual details to convey what’s happening and who’s involved.
GEN 1
📊 0 samples
⚖️ Weight: 0.0000
📈 Avg: 0.00
Analyze this video frame and provide a concise, technical description that includes: 1) Main subjects, 2) Actions occurring, 3) Setting/environment, 4) Composition and lighting, 5) Any visible text, and 6) Notable details.