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Storytelling Image Generation on CogBench ISA (test)

459.27Story Length (Words)StorytellingPainter
77.8292176.8571275.885374.9129Dec 8, 2025

Evaluation results

MethodLinks
StorytellingPainterMode=CoR-Guided, Storyteller=Llama-3.2-1B-Instruct, Painter=DALL-E 32025.12459.27907.330.43228.1—
StorytellingPainterMode=CoR-Guided, Storyteller=Llama-3.2-1B-Instruct, Painter=GPT-image-1, Quality setting=medium2025.12459.2796.77.170.43236.538.6
StorytellingPainterMode=CoR-Guided, Storyteller=Qwen2.5-1.5B-Instruct, Painter=DALL-E 32025.12443.293.38.040.40729.1—
StorytellingPainterMode=CoR-Guided, Storyteller=Qwen2.5-1.5B-Instruct, Painter=GPT-image-1, Quality setting=medium2025.12443.21008.130.40731.129.9
StorytellingPainterMode=CoR-Guided, Storyteller=Qwen2.5-1.5B-Instruct, Painter=GPT-image-1, Quality setting=auto2025.12443.21007.30.40732.834.7
StorytellingPainterMode=CoR-Guided, Storyteller=Llama-3.2-3B-Instruct, Painter=DALL-E 32025.12389.771007.40.3531.5—
StorytellingPainterMode=CoR-Guided, Storyteller=Llama-3.2-3B-Instruct, Painter=GPT-image-1, Quality setting=medium2025.12389.771007.80.3536.335.6
StorytellingPainterMode=Naive, Storyteller=Llama-3.2-1B-Instruct, Painter=DALL-E 32025.12384.3310070.38217.2—
StorytellingPainterMode=Naive, Storyteller=Llama-3.2-1B-Instruct, Painter=GPT-image-1, Quality setting=medium2025.12384.331006.10.38218.1—
StorytellingPainterMode=CoR-Guided, Storyteller=Llama-3.1-8B-Instruct, Painter=DALL-E 32025.12359.271007.370.37425.2—
StorytellingPainterMode=CoR-Guided, Storyteller=Llama-3.1-8B-Instruct, Painter=GPT-image-1, Quality setting=medium2025.12359.271007.530.37434.232.1
StorytellingPainterMode=Naive, Storyteller=Llama-3.1-8B-Instruct, Painter=DALL-E 32025.12351.771006.70.33713.1—
StorytellingPainterMode=Naive, Storyteller=Llama-3.1-8B-Instruct, Painter=GPT-image-1, Quality setting=medium2025.12351.7796.76.380.33713—
StorytellingPainterMode=Naive, Storyteller=Llama-3.2-3B-Instruct, Painter=DALL-E 32025.12339.871006.20.2511.8—
StorytellingPainterMode=Naive, Storyteller=Llama-3.2-3B-Instruct, Painter=GPT-image-1, Quality setting=medium2025.12339.871006.50.2510—
StorytellingPainterMode=Naive, Storyteller=Qwen2.5-1.5B-Instruct, Painter=DALL-E 32025.12311.3396.77.310.36516.3—
StorytellingPainterMode=Naive, Storyteller=Qwen2.5-1.5B-Instruct, Painter=GPT-image-1, Quality setting=medium2025.12311.331006.90.36517.3—
StorytellingPainterMode=CoR-Guided, Storyteller=GPT-4o-mini, Painter=DALL-E 32025.12183.131008.830.36756.8—
StorytellingPainterMode=CoR-Guided, Storyteller=GPT-4o-mini, Painter=GPT-image-1, Quality setting=medium2025.12183.131008.370.36756.752.4
StorytellingPainterMode=CoR-Guided, Storyteller=GPT-4o-mini, Painter=GPT-image-1, Quality setting=auto2025.12183.131008.930.3676162.9
StorytellingPainterMode=CoR-Guided, Storyteller=GPT-4o, Painter=DALL-E 32025.12179.11008.170.39349.3—
StorytellingPainterMode=CoR-Guided, Storyteller=GPT-4o, Painter=GPT-image-1, Quality setting=medium2025.12179.110090.39352.457.6
StorytellingPainterMode=CoR-Guided, Storyteller=GPT-4o, Painter=GPT-image-1, Quality setting=auto2025.12179.11008.530.39352.157.6
StorytellingPainterMode=CoR-Guided, Storyteller=Qwen2.5-7B-Instruct, Painter=DALL-E 32025.12165.831007.830.38134.7—
StorytellingPainterMode=CoR-Guided, Storyteller=Qwen2.5-7B-Instruct, Painter=GPT-image-1, Quality setting=medium2025.12165.831007.870.38137.237.8
StorytellingPainterMode=CoR-Guided, Storyteller=Qwen2.5-7B-Instruct, Painter=GPT-image-1, Quality setting=auto2025.12165.831008.070.38138.944.6
StorytellingPainterMode=Naive, Storyteller=GPT-4o, Painter=DALL-E 32025.12144.071008.370.31234.1—
StorytellingPainterMode=Naive, Storyteller=GPT-4o, Painter=GPT-image-1, Quality setting=medium2025.12144.071007.10.31231.5—
CogBenchContext=ISA test set, Top-K selection=top-302025.12135.93—9.130.44159.271.8
CogBenchContext=ISA test set2025.12119.9—8.830.42557.666.7
StorytellingPainterMode=Naive, Storyteller=GPT-4o-mini, Painter=DALL-E 32025.12111.371008.370.26239.1—
StorytellingPainterMode=Naive, Storyteller=GPT-4o-mini, Painter=GPT-image-1, Quality setting=medium2025.12111.371008.530.26240.7—
StorytellingPainterMode=Naive, Storyteller=Qwen2.5-7B-Instruct, Painter=DALL-E 32025.1292.51007.530.27226.6—
StorytellingPainterMode=Naive, Storyteller=Qwen2.5-7B-Instruct, Painter=GPT-image-1, Quality setting=medium2025.1292.51007.170.27226.2—