NL2Hull: A Natural Language-Driven Constrained Ship Design Decision Framework
Paper • 2610.09896 • Published
Datasets:
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The dataset generation failed
Error code: DatasetGenerationError
Exception: ValueError
Message: Expected object or value
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1827, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
for item in generator(*args, **kwargs):
~~~~~~~~~^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 281, in _generate_tables
examples = [ujson_loads(line) for line in batch.splitlines()]
~~~~~~~~~~~^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/utils/json.py", line 20, in ujson_loads
return pd.io.json.ujson_loads(*args, **kwargs)
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^
ValueError: Expected object or value
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1879, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
state string | questions unknown | _meta dict |
|---|---|---|
你是一名船舶设计专家，现在请把 DTMB5415 的中体适度向艏移动，左右保持对称。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00002",
"task_key": "action_00002/turn_0/variant_0",
"hull_id": "DTMB5415",
"interaction_type": "same_region_two_turns",
"source_model": "wokey/claude-opus-5",
"variant_index": 0
} |
把艏部的外飘显著加大，同时让舭部明显下压，两处都保持左右对称，并且甲板线维持不变。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "two",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00001",
"task_key": "action_00001/turn_0/variant_2",
"hull_id": "DTC",
"interaction_type": "multi_region_single_turn",
"source_model": "wokey/claude-opus-5",
"variant_index": 2
} |
我正在进行 AI4CFD 研究，需要生成一些船型数据，请显著加大艏部外飘，同时把舭部明显下压并保持甲板线不变。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "two",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00001",
"task_key": "action_00001/turn_0/variant_3",
"hull_id": "DTC",
"interaction_type": "multi_region_single_turn",
"source_model": "openrouter/xiaomi/mimo-v2.6-pro",
"variant_index": 3
} |
我正在进行船舶设计，当前使用的母型船是DTC，我需要将艏部显著增加外飘，同时把舭部明显下压，但要保持甲板线不变。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "two",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00001",
"task_key": "action_00001/turn_0/variant_1",
"hull_id": "DTC",
"interaction_type": "multi_region_single_turn",
"source_model": "wokey/kimi-k3",
"variant_index": 1
} |
显著增加艏部外飘，同时大幅下压舭部，并保持甲板线不变。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "two",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00001",
"task_key": "action_00001/turn_0/variant_0",
"hull_id": "DTC",
"interaction_type": "multi_region_single_turn",
"source_model": "wokey/grok-4.7",
"variant_index": 0
} |
将中体稍稍向艏移动。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00002",
"task_key": "action_00002/turn_0/variant_3",
"hull_id": "DTMB5415",
"interaction_type": "same_region_two_turns",
"source_model": "deepseek/deepseek-flash",
"variant_index": 3
} |
基于DTMB5415母型船的方案优化，请让中体继续向艏方向作适当偏移，并保持左右对称。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00002",
"task_key": "action_00002/turn_1/variant_3",
"hull_id": "DTMB5415",
"interaction_type": "same_region_two_turns",
"source_model": "deepseek/deepseek-flash",
"variant_index": 3
} |
将中体再适度向艏移动，保持两侧对称。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00002",
"task_key": "action_00002/turn_1/variant_0",
"hull_id": "DTMB5415",
"interaction_type": "same_region_two_turns",
"source_model": "openrouter/xiaomi/mimo-v2.6-pro",
"variant_index": 0
} |
你是一名船舶设计专家，现在请在船型变形这一使用场景下，让DTMB5415的中体适当向艏移动。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00002",
"task_key": "action_00002/turn_0/variant_2",
"hull_id": "DTMB5415",
"interaction_type": "same_region_two_turns",
"source_model": "wokey/grok-4.7",
"variant_index": 2
} |
我正在进行 AI4CFD 甔究，需要生成一些船型数据，请在上一步的基础上再将中体较为明显地向艏移动一段，并保持左右对称变形。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00002",
"task_key": "action_00002/turn_1/variant_1",
"hull_id": "DTMB5415",
"interaction_type": "same_region_two_turns",
"source_model": "openrouter/xiaomi/mimo-v2.6-pro",
"variant_index": 1
} |
你是一名船舶设计专家，现在请在做船型变形方案比选时，保持左右对称地将中体适度向艏移动。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00002",
"task_key": "action_00002/turn_0/variant_1",
"hull_id": "DTMB5415",
"interaction_type": "same_region_two_turns",
"source_model": "openrouter/xiaomi/mimo-v2.6-pro",
"variant_index": 1
} |
你是一名船舶设计专家，现在请把艉部适度地做内收处理，并保持左右对称。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00003",
"task_key": "action_00003/turn_0/variant_2",
"hull_id": "KCS",
"interaction_type": "same_region_two_turns",
"source_model": "deepseek/deepseek-flash",
"variant_index": 2
} |
你是一名船舶设计专家，现在请把艉部适度地向内收拢。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00003",
"task_key": "action_00003/turn_0/variant_0",
"hull_id": "KCS",
"interaction_type": "same_region_two_turns",
"source_model": "deepseek/deepseek-flash",
"variant_index": 0
} |
基于KCS母型船的方案优化，请将艉部适度内收。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00003",
"task_key": "action_00003/turn_0/variant_3",
"hull_id": "KCS",
"interaction_type": "same_region_two_turns",
"source_model": "wokey/gpt-5.6-sol",
"variant_index": 3
} |
将中体保持左右对称，再适度向艏移动。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00002",
"task_key": "action_00002/turn_1/variant_2",
"hull_id": "DTMB5415",
"interaction_type": "same_region_two_turns",
"source_model": "openrouter/xiaomi/mimo-v2.6-pro",
"variant_index": 2
} |
把艉部再明显地向内收一些，左右保持对称。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00003",
"task_key": "action_00003/turn_0/variant_1",
"hull_id": "KCS",
"interaction_type": "same_region_two_turns",
"source_model": "wokey/claude-opus-5",
"variant_index": 1
} |
将全船宽度稍微收窄。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00004",
"task_key": "action_00004/turn_0/variant_2",
"hull_id": "KVLCC2",
"interaction_type": "single",
"source_model": "deepseek/deepseek-flash",
"variant_index": 2
} |
我正在进行船舶设计，当前使用的母型船是KVLCC2，我需要把全船宽度稍稍减小一点，左右保持对称。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00004",
"task_key": "action_00004/turn_0/variant_0",
"hull_id": "KVLCC2",
"interaction_type": "single",
"source_model": "wokey/claude-opus-5",
"variant_index": 0
} |
把甲板整体较为明显地上抬。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00005",
"task_key": "action_00005/turn_0/variant_0",
"hull_id": "containership",
"interaction_type": "single",
"source_model": "deepseek/deepseek-flash",
"variant_index": 0
} |
我正在进行 AI4CFD 研究，需要生成一些船型数据，请再将艉部适度外扩。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00003",
"task_key": "action_00003/turn_1/variant_0",
"hull_id": "KCS",
"interaction_type": "same_region_two_turns",
"source_model": "wokey/gpt-5.6-sol",
"variant_index": 0
} |
艉部左右对称地再向外适度扩开。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00003",
"task_key": "action_00003/turn_1/variant_3",
"hull_id": "KCS",
"interaction_type": "same_region_two_turns",
"source_model": "openrouter/xiaomi/mimo-v2.6-pro",
"variant_index": 3
} |
我正在进行船舶设计，当前使用的母型船是KVLCC2，我需要把全船宽度稍稍收窄一点，左右保持对称。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00004",
"task_key": "action_00004/turn_0/variant_3",
"hull_id": "KVLCC2",
"interaction_type": "single",
"source_model": "wokey/claude-opus-5",
"variant_index": 3
} |
把甲板大幅上抬，两舷保持对称。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00005",
"task_key": "action_00005/turn_0/variant_1",
"hull_id": "containership",
"interaction_type": "single",
"source_model": "wokey/claude-opus-5",
"variant_index": 1
} |
甲板需要显著上抬一下。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00005",
"task_key": "action_00005/turn_0/variant_3",
"hull_id": "containership",
"interaction_type": "single",
"source_model": "deepseek/deepseek-flash",
"variant_index": 3
} |
再对艉部做一次较为明显的外扩处理，整体保持左右对称。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00003",
"task_key": "action_00003/turn_1/variant_2",
"hull_id": "KCS",
"interaction_type": "same_region_two_turns",
"source_model": "openrouter/xiaomi/mimo-v2.6-pro",
"variant_index": 2
} |
我正在进行船舶设计，当前使用的母型船是containership，我需要把甲板大幅上抬，左右保持对称。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00005",
"task_key": "action_00005/turn_0/variant_2",
"hull_id": "containership",
"interaction_type": "single",
"source_model": "wokey/claude-opus-5",
"variant_index": 2
} |
把中体大幅向艏移动。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00006",
"task_key": "action_00006/turn_0/variant_2",
"hull_id": "firgate",
"interaction_type": "single",
"source_model": "wokey/claude-opus-5",
"variant_index": 2
} |
你是一名船舶设计专家，现在请接着把艉部对称外扩，让这一区域有较为明显的向外扩张效果。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00003",
"task_key": "action_00003/turn_1/variant_1",
"hull_id": "KCS",
"interaction_type": "same_region_two_turns",
"source_model": "openrouter/xiaomi/mimo-v2.6-pro",
"variant_index": 1
} |
将中体明显地向艏移动。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00006",
"task_key": "action_00006/turn_0/variant_1",
"hull_id": "firgate",
"interaction_type": "single",
"source_model": "deepseek/deepseek-flash",
"variant_index": 1
} |
你是一名船舶设计专家，现在请针对 KVLCC2 船型略微减小全船宽度。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00004",
"task_key": "action_00004/turn_0/variant_1",
"hull_id": "KVLCC2",
"interaction_type": "single",
"source_model": "openrouter/xiaomi/mimo-v2.6-pro",
"variant_index": 1
} |
把中体显著向艏移动。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00006",
"task_key": "action_00006/turn_0/variant_3",
"hull_id": "firgate",
"interaction_type": "single",
"source_model": "wokey/kimi-k3",
"variant_index": 3
} |
将中体明显向艏移动。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00006",
"task_key": "action_00006/turn_0/variant_0",
"hull_id": "firgate",
"interaction_type": "single",
"source_model": "openrouter/xiaomi/mimo-v2.6-pro",
"variant_index": 0
} |
中体稍微做得丰满一些，艉部则明显增加丰满度。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "two",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00008",
"task_key": "action_00008/turn_0/variant_0",
"hull_id": "npl_round_bilge_full_scale",
"interaction_type": "multi_region_single_turn",
"source_model": "deepseek/deepseek-flash",
"variant_index": 0
} |
中体丰满度稍稍增加，艉部丰满度则明显提升。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "two",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00008",
"task_key": "action_00008/turn_0/variant_1",
"hull_id": "npl_round_bilge_full_scale",
"interaction_type": "multi_region_single_turn",
"source_model": "deepseek/deepseek-flash",
"variant_index": 1
} |
我正在进行船舶设计，当前使用的母型船是npl_round_bilge_4a_model，我需要对艏部……不对，是艉部增加丰满度，变形量为0.03452，纵向作用范围为0.03568至0.32246，垂向作用范围为0.00094至0.92984，并保持左右对称。 Wait, I made a typo-like correction. Better single clean sentence. | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00007",
"task_key": "action_00007/turn_0/variant_0",
"hull_id": "npl_round_bilge_4a_model",
"interaction_type": "explicit_range",
"source_model": "wokey/kimi-k3",
"variant_index": 0
} |
我正在进行船舶设计，当前使用的母型船是npl_round_bilge_4a_model，我需要在艉部纵向0.03568至0.32246、垂向0.00094至0.92984范围内对称地增加丰满度0.03452。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00007",
"task_key": "action_00007/turn_0/variant_1",
"hull_id": "npl_round_bilge_4a_model",
"interaction_type": "explicit_range",
"source_model": "wokey/gpt-5.6-sol",
"variant_index": 1
} |
将艉部在纵向 0.03568 至 0.32246、垂向 0.00094 至 0.92984 范围内左右对称地增加丰满度，变形量为 0.03452。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00007",
"task_key": "action_00007/turn_0/variant_3",
"hull_id": "npl_round_bilge_4a_model",
"interaction_type": "explicit_range",
"source_model": "openrouter/xiaomi/mimo-v2.6-pro",
"variant_index": 3
} |
基于npl_round_bilge_4a_model母型船的方案优化，请将艉部区域在纵向0.03568至0.32246、垂向0.00094至0.92984的范围内对称增加丰满度，变形量取0.03452。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00007",
"task_key": "action_00007/turn_0/variant_2",
"hull_id": "npl_round_bilge_4a_model",
"interaction_type": "explicit_range",
"source_model": "openrouter/xiaomi/mimo-v2.6-pro",
"variant_index": 2
} |
在中体上稍微增加丰满度，同时把艉部的丰满度明显加大。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "two",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00008",
"task_key": "action_00008/turn_0/variant_2",
"hull_id": "npl_round_bilge_full_scale",
"interaction_type": "multi_region_single_turn",
"source_model": "openrouter/xiaomi/mimo-v2.6-pro",
"variant_index": 2
} |
基于npl_round_bilge_full_scale母型船的方案优化，请对中体轻微增加丰满度，并对艉部显著增加丰满度。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "two",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00008",
"task_key": "action_00008/turn_0/variant_3",
"hull_id": "npl_round_bilge_full_scale",
"interaction_type": "multi_region_single_turn",
"source_model": "wokey/gpt-5.6-sol",
"variant_index": 3
} |
请把球鼻艏的长度稍微加长一点。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00013",
"task_key": "action_00013/turn_0/variant_0",
"hull_id": "DTC",
"interaction_type": "single",
"source_model": "wokey/kimi-k3",
"variant_index": 0
} |
我正在进行 AI4CFD 研究，需要生成一些船型数据，请稍微改动一下球鼻艏的长度。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00013",
"task_key": "action_00013/turn_0/variant_2",
"hull_id": "DTC",
"interaction_type": "single",
"source_model": "deepseek/deepseek-flash",
"variant_index": 2
} |
基于DTC母型船的方案优化，请将球鼻艏长度稍稍加长一点。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00013",
"task_key": "action_00013/turn_0/variant_1",
"hull_id": "DTC",
"interaction_type": "single",
"source_model": "wokey/kimi-k3",
"variant_index": 1
} |
把艉部稍微上抬一点 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00014",
"task_key": "action_00014/turn_0/variant_0",
"hull_id": "DTMB5415",
"interaction_type": "same_region_two_turns",
"source_model": "wokey/glm-5.3",
"variant_index": 0
} |
将艉部对称地轻微上抬。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00014",
"task_key": "action_00014/turn_0/variant_1",
"hull_id": "DTMB5415",
"interaction_type": "same_region_two_turns",
"source_model": "wokey/gpt-5.6-sol",
"variant_index": 1
} |
将艉部再对称地略微上抬一些。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00014",
"task_key": "action_00014/turn_1/variant_0",
"hull_id": "DTMB5415",
"interaction_type": "same_region_two_turns",
"source_model": "openrouter/xiaomi/mimo-v2.6-pro",
"variant_index": 0
} |
基于DTC母型船的方案优化，请略微改变球鼻艏的长度。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00013",
"task_key": "action_00013/turn_0/variant_3",
"hull_id": "DTC",
"interaction_type": "single",
"source_model": "wokey/grok-4.7",
"variant_index": 3
} |
我正在进行 AI4CFD 研究，需要生成一些船型数据，请把 DTMB5415 的艉部稍微上抬。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00014",
"task_key": "action_00014/turn_0/variant_2",
"hull_id": "DTMB5415",
"interaction_type": "same_region_two_turns",
"source_model": "wokey/grok-4.7",
"variant_index": 2
} |
艉部再稍稍往上抬一点，两侧保持对称。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00014",
"task_key": "action_00014/turn_1/variant_3",
"hull_id": "DTMB5415",
"interaction_type": "same_region_two_turns",
"source_model": "wokey/claude-opus-5",
"variant_index": 3
} |
我正在进行船舶设计，当前使用的母型船是DTMB5415，我需要将艉部对称地略微上抬。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00014",
"task_key": "action_00014/turn_0/variant_3",
"hull_id": "DTMB5415",
"interaction_type": "same_region_two_turns",
"source_model": "wokey/gpt-5.6-sol",
"variant_index": 3
} |
把艉部再稍微往上抬一点，两侧对称调整。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00014",
"task_key": "action_00014/turn_1/variant_2",
"hull_id": "DTMB5415",
"interaction_type": "same_region_two_turns",
"source_model": "openrouter/xiaomi/mimo-v2.6-pro",
"variant_index": 2
} |
再将艉部轻微上抬。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00014",
"task_key": "action_00014/turn_1/variant_1",
"hull_id": "DTMB5415",
"interaction_type": "same_region_two_turns",
"source_model": "wokey/gpt-5.6-sol",
"variant_index": 1
} |
把艉部再稍稍向外扩一点，保持左右对称，排水量不要变。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00015",
"task_key": "action_00015/turn_0/variant_1",
"hull_id": "KCS",
"interaction_type": "same_region_two_turns",
"source_model": "wokey/claude-opus-5",
"variant_index": 1
} |
我正在进行船舶设计，当前使用的母型船是KCS，我需要让艉部稍稍向外扩一些，同时保持排水量不变。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00015",
"task_key": "action_00015/turn_0/variant_2",
"hull_id": "KCS",
"interaction_type": "same_region_two_turns",
"source_model": "wokey/kimi-k3",
"variant_index": 2
} |
艉部稍稍向外扩一点，同时保持排水量不变。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00015",
"task_key": "action_00015/turn_0/variant_3",
"hull_id": "KCS",
"interaction_type": "same_region_two_turns",
"source_model": "wokey/glm-5.3",
"variant_index": 3
} |
艉部再明显往外扩一扩 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00015",
"task_key": "action_00015/turn_1/variant_2",
"hull_id": "KCS",
"interaction_type": "same_region_two_turns",
"source_model": "deepseek/deepseek-flash",
"variant_index": 2
} |
请将艉部略微对称外扩，同时保持排水量不变。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00015",
"task_key": "action_00015/turn_0/variant_0",
"hull_id": "KCS",
"interaction_type": "same_region_two_turns",
"source_model": "wokey/grok-4.7",
"variant_index": 0
} |
再把艉部大幅向外扩一些。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00015",
"task_key": "action_00015/turn_1/variant_0",
"hull_id": "KCS",
"interaction_type": "same_region_two_turns",
"source_model": "wokey/kimi-k3",
"variant_index": 0
} |
再把艉部左右对称地明显向外扩展。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00015",
"task_key": "action_00015/turn_1/variant_1",
"hull_id": "KCS",
"interaction_type": "same_region_two_turns",
"source_model": "wokey/kimi-k3",
"variant_index": 1
} |
把甲板向内收一些，两舷保持对称，同时排水量不要变。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00016",
"task_key": "action_00016/turn_0/variant_2",
"hull_id": "KVLCC2",
"interaction_type": "single",
"source_model": "wokey/claude-opus-5",
"variant_index": 2
} |
我正在进行 AI4CFD 研究，需要生成一些船型数据，请将中体适度向外扩展，注意保持排水量不变。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00017",
"task_key": "action_00017/turn_0/variant_0",
"hull_id": "containership",
"interaction_type": "same_region_two_turns",
"source_model": "wokey/glm-5.3",
"variant_index": 0
} |
将甲板明显内收，同时保持排水量不变。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00016",
"task_key": "action_00016/turn_0/variant_0",
"hull_id": "KVLCC2",
"interaction_type": "single",
"source_model": "wokey/kimi-k3",
"variant_index": 0
} |
再将中体轻微外扩一些。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00017",
"task_key": "action_00017/turn_1/variant_0",
"hull_id": "containership",
"interaction_type": "same_region_two_turns",
"source_model": "wokey/kimi-k3",
"variant_index": 0
} |
基于KVLCC2母型船的方案优化，请将甲板左右对称地明显内收，同时保持排水量不变。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00016",
"task_key": "action_00016/turn_0/variant_1",
"hull_id": "KVLCC2",
"interaction_type": "single",
"source_model": "wokey/kimi-k3",
"variant_index": 1
} |
我正在进行船舶设计，当前使用的母型船是containership，我需要把中体较为适度地向外外扩，做到左右对称，同时保持排水量不变。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00017",
"task_key": "action_00017/turn_0/variant_2",
"hull_id": "containership",
"interaction_type": "same_region_two_turns",
"source_model": "openrouter/xiaomi/mimo-v2.6-pro",
"variant_index": 2
} |
我正在进行船舶设计，当前使用的母型船是containership，我需要把中体再稍稍外扩一些。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00017",
"task_key": "action_00017/turn_1/variant_1",
"hull_id": "containership",
"interaction_type": "same_region_two_turns",
"source_model": "deepseek/deepseek-flash",
"variant_index": 1
} |
再将艉部向两侧明显外扩。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00015",
"task_key": "action_00015/turn_1/variant_3",
"hull_id": "KCS",
"interaction_type": "same_region_two_turns",
"source_model": "wokey/gpt-5.6-sol",
"variant_index": 3
} |
将中体对称地小幅外扩，同时保持排水量不变。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00017",
"task_key": "action_00017/turn_0/variant_1",
"hull_id": "containership",
"interaction_type": "same_region_two_turns",
"source_model": "wokey/gpt-5.6-sol",
"variant_index": 1
} |
再把中体向两侧轻微外扩一点，左右保持对称。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00017",
"task_key": "action_00017/turn_1/variant_2",
"hull_id": "containership",
"interaction_type": "same_region_two_turns",
"source_model": "wokey/kimi-k3",
"variant_index": 2
} |
基于firgate母型船的方案优化，请在保持排水量不变的前提下对称地小幅增加中体丰满度。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00018",
"task_key": "action_00018/turn_0/variant_0",
"hull_id": "firgate",
"interaction_type": "single",
"source_model": "openrouter/xiaomi/mimo-v2.6-pro",
"variant_index": 0
} |
基于containership母型船的方案优化，请在维持排水量不变的前提下，对中体做适度的对称外扩。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00017",
"task_key": "action_00017/turn_0/variant_3",
"hull_id": "containership",
"interaction_type": "same_region_two_turns",
"source_model": "wokey/grok-4.7",
"variant_index": 3
} |
中体两侧再稍微向外扩一点点，仍保持左右对称。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00017",
"task_key": "action_00017/turn_1/variant_3",
"hull_id": "containership",
"interaction_type": "same_region_two_turns",
"source_model": "openrouter/xiaomi/mimo-v2.6-pro",
"variant_index": 3
} |
甲板请适度向外扩一点。 | {
"action_count": {
"type": "choice",
"instructions": "当前输入包含几个船型变形动作？",
"criteria": {
"one": "包含 1 个动作",
"two": "包含 2 个动作",
"three": "包含 3 个动作"
},
"label": "one",
"src": "ship_action_count"
},
"region_1": {
"type": "choice",
"instructions": "第 1 个动作发生在哪个船体区域？",
... | {
"sample_id": "action_00019",
"task_key": "action_00019/turn_0/variant_0",
"hull_id": "npl_round_bilge_4a_model",
"interaction_type": "same_region_two_turns",
"source_model": "deepseek/deepseek-flash",
"variant_index": 0
} |
End of preview.
Ship Design Decision Dataset
The Ship Design Decision Dataset (SDD Dataset) contains cleaned Chinese natural-language requests paired with typed decisions for constrained ship-form editing. SDDBench is the fixed 5,000-record evaluation subset used in the NL2Hull paper.
Splits
train.jsonl: 88,604 recordsvalidation.jsonl: 22,758 recordstest.jsonl: 23,196 recordstest_5k.jsonl: frozen 5,000-record benchmark subsetlanguage_samples.jsonl: source language snapshot
The split policy separates hull families across training, validation, and test sets. The training split uses DTC, DTMB 5415, KCS, KVLCC2, containership, frigate, and NPL variants; validation uses S-175 and Series 60; test uses Wigley and workboat hulls.
Format
Each JSON Lines record contains the natural-language request, ship-form state, ordered editing actions, typed questions, and labelled candidate answers. The decision interface predicts action count, hull region, operation, qualitative magnitude level, and preservation constraints. Explicit numeric values and spatial ranges are retained as fields for evaluation and execution metadata.
Provenance and integrity
manifest.json, selection_manifest.json, and source_cleaning_manifest.json record source hashes, split counts, hull-family assignments, duplicate removal, and cleaning decisions. The release contains 134,558 records in total.
Intended use
The dataset supports research on natural-language ship-form editing, typed decision models, free-form deformation action prediction, probability calibration, and executable geometric design systems.
Licensing and attribution
The dataset maintainer has confirmed permission to publish this release. Components derived from external ship-form sources and generated language data retain their source-specific attribution and terms. Users should review the provenance manifests before redistribution or commercial use.
Paper
This dataset is introduced and evaluated in NL2Hull: A Natural Language-Driven Constrained Ship Design Decision Framework. The released model is available at wenhuahuo/chip-0.8b. The code is available at wenhuahuo/NL2Hull.
Citation
@article{huo2026nl2hull,
title = {NL2Hull: A Natural Language-Driven Constrained Ship Design Decision Framework},
author = {Huo, Wenhua and Han, Fenglei and Zhao, Wangyuan and Wu, Jialin and Han, Jiayi},
year = {2026},
eprint = {2610.09896},
archivePrefix = {arXiv},
primaryClass = {cs.AI},
url = {https://arxiv.org/abs/2610.09896}
}
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