ccccEsion/IMUG-Bench huggingface dataset:
Domain: Weather / cloud_dynamics

turn: 1
modality: image
input: Generate a close-up picture of a funnel cloud, specifically depicting a rotating, funnel-shaped cloud column extending downward from the cloud base.
output: evaluation_points: 1. The main subject of the image is a cloud in the sky.

2. The cloud's features (shape, color, etc.) match the description of a rotating, funnel-shaped column extending from a cloud base.

3. The cloud depicted is a typical, recognizable funnel cloud.

turn: 2
modality: image
input: text: Observe the cloud image generated in Turn 1. Now, please 'transplant' this exact cloud formation into the sky of the scene provided in this turn's image, while keeping the ground scene completely unchanged.
output: evaluation_points: 1. The sky in the input scene has been replaced by the cloud from Turn 1.

The cloud's color, shape, and defining features (rotating, funnel-shaped column extending from a cloud base) are visually consistent with the funnel cloud generated in Turn 1's output image, appearing as a direct transfer rather than a newly generated cloud. The cloud must be a close-up, rotating, funnel-shaped cloud column extending downward from the cloud base, as specified in Turn 1's text input.

3. The ground scene in the image is identical to the ground scene in the input reference image.
Domain: Weather / cloud_dynamics

turn: 1
modality: image
input: Generate a close-up picture of a Cumulus Congestus cloud. This cloud type is characterized by vigorous vertical development, a cauliflower-like appearance, and a towering, puffy structure.
output: evaluation_points: 1. The main subject of the image is a cloud in the sky.

2. The cloud in the image matches the described characteristics in shape, color, and structure: it shows vigorous vertical development and a cauliflower-like, puffy, towering appearance.

3. The cloud depicted is a typical representation of a Cumulus Congestus cloud.

turn: 2
modality: image
input: text: Observe the cloud image generated in Turn 1. Now, please 'transplant' this exact cloud formation into the sky of the scene image provided to you in this turn, while keeping the ground scene completely unchanged.
output: evaluation_points: 1. The sky in the input scene image has been replaced by the cloud from Turn 1.

The cloud's color, shape, and structural features are visually consistent with the Cumulus Congestus cloud depicted in the Turn 1 output image. It should appear as a direct transfer/replication, not a newly generated or different cloud. The cloud must maintain the characteristics of vigorous vertical development, a cauliflower-like appearance, and a towering, puffy structure as originally described in Turn 1's text prompt.

3. The ground scene in the image matches the input reference image exactly, with no alterations.
Domain: Weather / cloud_dynamics

turn: 1
modality: image
input: Please generate a close-up image of a specific cloud state: wispy, filamentous cirrus clouds with hooked ends (Cirrus Uncinus) against a blue sky.
output: evaluation_points: 1. The main subject of the image is clouds in the sky.

2. The clouds in the image match the described characteristics in terms of morphology (wispy, filamentous with hooked ends) and color (white against blue sky).

3. The clouds depicted are a typical representation of Cirrus Uncinus (hooked cirrus).

turn: 2
modality: image
input: text: Observe the cloud image generated in Turn 1. Now, please 'transplant' this specific cloud formation into the sky of the scene image provided in this turn, while keeping the ground scene unchanged.
output: evaluation_points: 1. The sky in the input scene has been replaced with the clouds from Turn 1.

The color and morphological features of the clouds are consistent in appearance with the 'wispy, filamentous cirrus clouds with hooked ends (Cirrus Uncinus)' as specified in Turn 1's prompt and depicted in the Turn 1 output image, appearing as a direct transfer rather than a newly generated cloud.

3. The ground scene in the image is completely identical to the input reference image.
Domain: Weather / cloud_dynamics

turn: 1
modality: image
input: Please generate a close-up picture of a specific cloud state: a low, dark, thick, and uniform layer of Nimbostratus clouds covering the entire sky.
output: evaluation_points: 1. The main subject of the image is clouds in the sky.

2. The cloud features in the image (e.g., form, color, coverage) match the description in the prompt: low, dark, thick, and uniform layer covering the entire sky.

3. The clouds depicted are a typical representation of Nimbostratus clouds.

turn: 2
modality: image
input: text: Observe the cloud image generated in Turn 1. Now, please 'transplant' this exact form of cloud into the sky of the scene image provided in this turn, while keeping the ground scene unchanged.
output: evaluation_points: 1. The sky in the input scene image has been replaced by the clouds from Turn 1.

The color and morphological features of the clouds are consistent with the Nimbostratus clouds from the `Turn 1 output image`, specifically appearing as a low, dark, thick, and uniform layer covering the entire sky, as required by Turn 1's prompt.

3. The ground scene in the image is completely identical to the input reference image.
Domain: Weather / cloud_state_evolution

turn: 1
modality: text
input: text: Observe the characteristics of the cloud layer in the input image and determine which cloud type or family it belongs to. A. Cumulus, B. Altostratus, C. Stratus, D. Cirrus, E. None of the above.
output: answer: B

turn: 2
modality: text
input: What weather change is this cloud type typically a precursor to? A. Light rain or snow, B. Clear skies, C. Thunderstorms, D. Strong winds, E. None of the above.
output: answer: A

turn: 3
modality: image
input: Based on the original image and your choice from the previous turn, generate the weather scene resulting from the evolution of this cloud layer.
output: evaluation_points: The sky displays signs of light rain or snow, consistent with the weather change predicted for the cloud type 'altostratus' (which was the correct answer in Turn 1).

All other elements (stone bridge, trees, river, and surrounding landscape) remain identical to the Turn 1 input image, with no changes to their appearance or position.
Domain: Weather / cloud_state_evolution

turn: 1
modality: text
input: text: Observe the cloud features in the input image and determine which cloud type or family it belongs to. A. Cirrus, B. Cumulus, C. Cirrocumulus, D. Stratus, E. None of the above.
output: answer: C

turn: 2
modality: text
input: What weather change does this cloud type typically indicate? A. Heavy thunderstorms and hail, B. Dense fog and low visibility, C. Approaching warm front with increasing cloud cover, D. Strong winds and blowing dust, E. None of the above.
output: answer: C

turn: 3
modality: image
input: Based on the original image and your choice in the previous turn, generate the weather scene resulting from the cloud evolution.
output: evaluation_points: The sky state has changed to reflect the weather change indicated by the correct answer in Turn 2: an approaching warm front with increasing cloud cover. The generated image should show more extensive cloud cover consistent with this weather change.

All non-sky elements (buildings, sign, trees) remain identical to those in the Turn 1 input image, maintaining consistency with the original reference scene.
Domain: Weather / cloud_state_evolution

turn: 1
modality: text
input: text: Observe the cloud features in the input image and determine which cloud type or family they belong to. A. Cumulus (fluffy, cotton-like clouds), B. Cirrus (wispy, high-altitude clouds), C. Stratus (uniform gray layer covering the sky), D. Nimbostratus (thick, dark clouds bringing rain), E. None of the above.
output: answer: B

turn: 2
modality: text
input: What weather change does this cloud type usually indicate? A. Heavy rain and thunderstorms, B. Fog and drizzle, C. Fair weather continuing or approaching warm front, D. Snow and blizzards, E. None of the above.
output: answer: C

turn: 3
modality: image
input: Based on the original image and your choice in the previous turn, generate the weather scene resulting from the cloud evolution.
output: evaluation_points: The sky state reflects the weather trend described in the correct option from Turn 2: 'Fair weather continuing or approaching warm front' (Option C). The sky should be clear or slightly hazy, indicating fair weather or an approaching warm front.

All non-sky elements (trees, grass, landscape) remain identical to the Turn 1 input image, with no changes except those necessary to depict the predicted weather (e.g., no rain, snow, or fog).
Domain: Weather / cloud_state_evolution

turn: 1
modality: text
input: text: Please observe the cloud features in the input image and determine which cloud type or form it belongs to. A. Cumulus, B. Stratus, C. Cirrus, D. Nimbostratus, E. None of the above.
output: answer: C

turn: 2
modality: text
input: What weather change does this cloud type typically indicate? A. Heavy rain and thunderstorms, B. Dense fog, C. Approaching warm front with increasing humidity, D. Sudden temperature drop, E. None of the above.
output: answer: C

turn: 3
modality: image
input: Please generate the weather scene resulting from the evolution of this cloud layer based on the original image and your choice in the previous turn.
output: evaluation_points: The sky shows an evolution consistent with an approaching warm front with increasing humidity (as indicated by the correct answer 'C' in Turn 2), such as increased cloud cover (e.g., cirrus thickening into cirrostratus or altostratus) and subtle grayish hues. The initial cloud type must be consistent with the 'Cirrus' identified in Turn 1.

All non-sky elements (e.g., houses, antennas, background landscape) are identical to those in the Turn 1 input image, with no changes to their appearance or position.
Domain: Weather / cloud_state_evolution

turn: 1
modality: text
input: text: Please observe the cloud features in the input image and determine which cloud family or type it belongs to. A. Cumulus, B. Cirrus, C. Stratus, D. Nimbus, E. None of the above.
output: answer: B

turn: 2
modality: text
input: What kind of weather change does this cloud type usually indicate? A. Heavy rain and thunderstorms, B. Clear skies with no change, C. Fair weather or approaching warm front, D. Foggy and overcast conditions, E. None of the above.
output: answer: C

turn: 3
modality: image
input: Please generate the weather scene resulting from the cloud evolution based on the original image and your previous choice.
output: evaluation_points: The sky state reflects fair weather or an approaching warm front, as indicated by the correct answer for Turn 2 (C). The scene should show weather consistent with cirrus clouds (the cloud type identified in Turn 1 from the Turn 1 input image) evolving towards fair weather or an approaching warm front, such as clear skies with thin cirrus clouds or a slight increase in cloud cover without precipitation.

All non-sky elements (e.g., trees, buildings, streetlights) are identical to the Turn 1 input image, with no alterations in their position, color, or details.
Domain: Weather / cloud_state_evolution

turn: 1
modality: text
input: text: Observe the cloud features in the input image and determine which cloud type or form it belongs to. Options: A. Cumulus, B. Stratus, C. Cirrus, D. Nimbostratus, E. None of the above.
output: answer: C

turn: 2
modality: text
input: What weather change does this cloud type typically indicate? Options: A. Heavy rain, B. Approaching a warm front, C. Thunderstorms, D. Fog, E. None of the above.
output: answer: B

turn: 3
modality: image
input: Based on the original image and your choice in the previous turn, generate the weather scene resulting from the cloud evolution.
output: evaluation_points: The sky shows changes consistent with an approaching warm front (e.g., increased cloud cover, altered sky color), as indicated by the Turn 2 question which asks about the weather change indicated by the cloud type from Turn 1.

All other elements of the scene (trees, landscape, lighting) remain unchanged from the Turn 1 input image.
Domain: Weather / cloud_state_evolution

turn: 1
modality: text
input: text: Observe the cloud features in the input image and determine which cloud type or family it belongs to. 
Options:
A. Cumulus (fluffy, white, cotton-like clouds)
B. Stratus (uniform, gray, layered clouds)
C. Cirrus (wispy, high-altitude clouds)
D. Nimbostratus (thick, dark, rainy clouds)
E. None of the above.
output: answer: C

turn: 2
modality: text
input: What weather change does this cloud type typically indicate will happen next? 
Options:
A. Sudden thunderstorms with heavy rain and lightning
B. Approaching warm front with increasing humidity and light precipitation
C. Dense fog and reduced visibility
D. Clear skies and dropping temperatures
E. None of the above.
output: answer: B

turn: 3
modality: image
input: Based on the original image and your choice in the previous turn, generate the weather scene resulting from the cloud evolution.
output: evaluation_points: The sky shows increased cloud cover consistent with an approaching warm front, evolving from the `Turn 1 输入图像`中识别的“wispy, high-altitude”特征的卷云（Cirrus）。云层的演变应符合暖锋情景（例如，增厚为卷层云或高层云，可能伴有低层云形成）。

所有非天空元素（树木、屋顶、天线）必须与 `Turn 1 输入图像` 中的对应元素保持一致，维持场景一致性。
Domain: Weather / cloud_state_evolution

turn: 1
modality: text
input: text: Observe the characteristics of the clouds in the input image and determine which cloud type or family they belong to. A. Cumulus, B. Cirrus, C. Stratus, D. Nimbostratus, E. None of the above.
output: answer: B

turn: 2
modality: text
input: What kind of weather change does this cloud type typically indicate? A. Heavy rain, B. Fair weather, C. Dense fog, D. Severe thunderstorms, E. None of the above.
output: answer: B

turn: 3
modality: image
input: Based on the original input image and your choice from the previous turn, generate the weather scene resulting from the evolution of this cloud layer.
output: evaluation_points: The sky state reflects fair weather (e.g., clear blue sky with minimal cloud cover), consistent with the weather change (Fair weather) indicated by the cloud type (Cirrus) identified in Turn 1.

All non-sky elements (building, tower, and other structures) remain unchanged from the Turn 1 input image.
Domain: Weather / cloud_state_evolution

turn: 1
modality: text
input: text: Observe the cloud features in the input image and determine which cloud family or type it belongs to. Options:
A. Cumulus (fluffy, low-lying clouds)
B. Cumulonimbus (tall, dense clouds with a flat anvil top)
C. Stratus (layered, uniform gray clouds)
D. Cirrus (thin, wispy high clouds)
E. None of the above.
output: answer: B

turn: 2
modality: text
input: What weather change does this cloud state typically indicate? Options:
A. Clear skies
B. Light drizzle
C. Thunderstorms with heavy rain and possible hail
D. Fog
E. None of the above.
output: answer: C

turn: 3
modality: image
input: Based on the original image and your choice from the previous turn, generate the weather scene resulting from the evolution of this cloud layer.
output: evaluation_points: The sky displays dark, stormy cumulonimbus clouds with visible precipitation (e.g., rain) or signs of severe weather, consistent with the thunderstorms indicated in the previous turn (Turn 2).

All non-sky elements (e.g., the field, buildings, trees) remain identical to the Turn 1 input image, with no changes to their position or appearance.
Domain: Weather / cloud_state_evolution

turn: 1
modality: text
input: text: Please observe the cloud features in the input image and determine which cloud type or form it belongs to. A. Cumulus, B. Cumulonimbus, C. Stratus, D. Cirrus, E. None of the above.
output: answer: B

turn: 2
modality: text
input: What weather change does this cloud type typically indicate? A. Light drizzle, B. Clear skies, C. Thunderstorms and heavy rain, D. Fog, E. None of the above.
output: answer: C

turn: 3
modality: image
input: Please generate the weather scene resulting from the evolution of this cloud layer based on the original image and your previous choice.
output: evaluation_points: The sky displays signs of thunderstorms, such as dark, heavy clouds and precipitation, consistent with the weather change indicated by the cumulonimbus clouds (the correct answer 'B' from Turn 1).

All other elements in the scene (e.g., the landscape, buildings, road) remain unchanged from the Turn 1 input image, maintaining consistency with the original scene.
Domain: Weather / cloud_state_evolution

turn: 1
modality: text
input: text: Observe the cloud features in the input image and determine which cloud type or family it belongs to. A. Cumulonimbus, B. Stratus, C. Cirrus, D. Cumulus, E. None of the above.
output: answer: A

turn: 2
modality: text
input: What kind of weather change does this cloud type typically indicate will happen next? A. Heavy thunderstorms with lightning, B. Light drizzle, C. Clear skies, D. Foggy conditions, E. None of the above.
output: answer: A

turn: 3
modality: image
input: Based on the original image and your choice from the previous turn, generate the weather scene resulting from the evolution of this cloud layer.
output: evaluation_points: The sky state changes to reflect the weather described in the correct option from Turn 2: 'Heavy thunderstorms with lightning' (e.g., dark, overcast sky with rain or storm activity).

All other elements in the scene (landscape, horizon, ground features) remain consistent with the Turn 1 input image, with no new elements added or existing elements removed.
Domain: Weather / cloud_state_evolution

turn: 1
modality: text
input: text: Observe the cloud features in the input image and determine which cloud type or family it belongs to. A. Cumulus, B. Altostratus, C. Cirrus, D. Stratus, E. None of the above.
output: answer: B

turn: 2
modality: text
input: What weather change does this cloud type typically indicate? A. Clear skies and sunshine, B. Thunderstorms with heavy rain, C. Light precipitation or overcast skies, D. Strong winds and dust, E. None of the above.
output: answer: C

turn: 3
modality: image
input: Based on the original input image and your choice from the previous turn, generate the weather scene resulting from the evolution of this cloud layer.
output: evaluation_points: The sky state changes to reflect the weather prediction from Turn 2, which indicated 'Light precipitation or overcast skies' (option C). The generated image must show rain or overcast skies, not clear conditions.

All other elements in the scene (trees, houses, van, ground) remain consistent with the `Turn 1 input image` and are not altered.
Domain: Weather / cloud_state_evolution

turn: 1
modality: text
input: text: Observe the cloud features in the input image and determine which cloud type or family they belong to. Options:
A. Cumulus (puffy, low-level clouds with flat bases)
B. Stratus (layered, gray clouds covering the sky)
C. Cumulonimbus (tall, dense clouds with anvil-shaped tops)
D. Cirrus (thin, wispy high-altitude clouds)
E. None of the above.
output: answer: C

turn: 2
modality: text
input: What weather change does this cloud type typically indicate will happen next? Options:
A. Severe thunderstorms with heavy rain, lightning, and possible hail
B. Clear skies and warm temperatures
C. Light drizzle and overcast conditions
D. Fog and calm winds
E. None of the above.
output: answer: A

turn: 3
modality: image
input: Based on the original input image and your choice in the previous turn, generate the weather scene resulting from the evolution of this cloud type.
output: evaluation_points: The sky in the image shows dark, heavy cumulonimbus clouds with visible precipitation (rain) and possibly lightning, consistent with the severe thunderstorm weather change indicated in Turn 2's correct answer (A).

All other elements in the scene (landscape, buildings, and ground features) remain unchanged from the Turn 1 input image, maintaining visual consistency.
Domain: Weather / cloud_state_evolution

turn: 1
modality: text
input: text: Observe the cloud features in the input image and determine which cloud type or family it belongs to. A. Stratocumulus, B. Cumulonimbus, C. Cirrus, D. Nimbostratus, E. None of the above.
output: answer: B

turn: 2
modality: text
input: What weather change does this cloud type typically indicate will happen next? A. Clear skies and sunshine, B. Light drizzle and overcast, C. Fog and mild temperatures, D. Thunderstorms with heavy rain and lightning, E. None of the above.
output: answer: D

turn: 3
modality: image
input: Based on the original input image and your choice from the previous turn, generate the weather scene resulting from the evolution of this cloud layer.
output: evaluation_points: The sky shows signs of a thunderstorm, such as darkening clouds, rain, or lightning, consistent with the weather change indicated by the cumulonimbus cloud (which was the correct answer 'B' in Turn 1).

The original elements (houses, roof, background landscape) are preserved exactly as in the Turn 1 input image, with no new elements added or existing ones removed.
Domain: Weather / cloud_state_evolution

turn: 1
modality: text
input: text: Please observe the cloud features in the input image and determine which cloud family or type it belongs to? A. Stratus, B. Cirrus, C. Cumulonimbus, D. Cumulus, E. None of the above.
output: answer: C

turn: 2
modality: image
input: Please generate the weather scene resulting from the evolution of this cloud layer, based on the original input image and your choice from the previous round.
output: evaluation_points: The sky state has changed to reflect the weather change indicated by the cumulonimbus cloud (e.g., darkening, presence of rain, thunderstorms). The generated image must depict the cloud type identified in Turn 1 as 'Cumulonimbus' (option C).

All other elements in the scene (e.g., landscape, horizon, other objects) remain consistent with the Turn 1 input image.
Domain: Weather / cloud_state_evolution

turn: 1
modality: text
input: text: Observe the cloud features in the input image and determine which cloud type or form it belongs to. Options:
A. Humilis
B. Congestus
C. Stratus
D. Cirrus
E. None of the above.
output: answer: A

turn: 2
modality: text
input: What kind of weather change does this cloud type usually indicate? Options:
A. Fair weather with no significant changes
B. Heavy rain and thunderstorms
C. Fog and drizzle
D. Strong winds and storms
E. None of the above.
output: answer: A

turn: 3
modality: image
input: Based on the original image and your choice in the previous turn, generate the weather scene resulting from the evolution of this cloud layer.
output: evaluation_points: The sky reflects a fair weather condition consistent with the typical behavior of the cloud type identified in Turn 1 (Humilis), which is associated with fair weather and no significant changes.

All non-sky elements (landscape, buildings, vegetation) remain identical to the Turn 1 input image, with no changes to their appearance or position.