Understanding Biology in the Age of Artificial Intelligence
Paper
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2403.04106
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Published
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"<|im_start|>system\nYou are a careful linguist that follows instructions and translates accurately (...TRUNCATED)
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memwrap/mtob/ek
| {"ground_truth":{"target":"Namana kat gerket?","source":"Who asked you?","direction":"ek","url":"htt(...TRUNCATED)
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"<|im_start|>system\nYou are a careful linguist that follows instructions and translates accurately (...TRUNCATED)
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memwrap/mtob/ek
| {"ground_truth":{"target":"Karek mat kokarap.","source":"The rope is wrapped around it.","direction"(...TRUNCATED)
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"<|im_start|>system\nYou are a careful linguist that follows instructions and translates accurately (...TRUNCATED)
|
memwrap/mtob/ek
| {"ground_truth":{"target":"Wiseme mu toni Japangbon Beladarbon nausair.","source":"Before, they said(...TRUNCATED)
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"<|im_start|>system\nYou are a careful linguist that follows instructions and translates accurately (...TRUNCATED)
|
memwrap/mtob/ek
| {"ground_truth":{"target":"Davit emun pasa narawi.","source":"Davit's mother is filtering rice.","di(...TRUNCATED)
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"<|im_start|>system\nYou are a careful linguist that follows instructions and translates accurately (...TRUNCATED)
|
memwrap/mtob/ek
| {"ground_truth":{"target":"Mu me fam Yarkuran, Yorre ge.","source":"They are Yarkurans, not Yorres."(...TRUNCATED)
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"<|im_start|>system\nYou are a careful linguist that follows instructions and translates accurately (...TRUNCATED)
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memwrap/mtob/ek
| {"ground_truth":{"target":"Goun yarnener ba goun rasa.","source":"He has a place on the stones but i(...TRUNCATED)
|
"<|im_start|>system\nYou are a careful linguist that follows instructions and translates accurately (...TRUNCATED)
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memwrap/mtob/ek
| {"ground_truth":{"target":"Kalis bara tong inggon se bo mikon.","source":"The rain falls, our barrel(...TRUNCATED)
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"<|im_start|>system\nYou are a careful linguist that follows instructions and translates accurately (...TRUNCATED)
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memwrap/mtob/ek
| {"ground_truth":{"target":"An mat sirie ma bo met rep, ma koi kabasi rep.","source":"I ordered him t(...TRUNCATED)
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"<|im_start|>system\nYou are a careful linguist that follows instructions and translates accurately (...TRUNCATED)
|
memwrap/mtob/ek
| {"ground_truth":{"target":"Som yumene toni tumun yumene boda.","source":"That person says that kid i(...TRUNCATED)
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"<|im_start|>system\nYou are a careful linguist that follows instructions and translates accurately (...TRUNCATED)
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memwrap/mtob/ek
| {"ground_truth":{"target":"Manado bo warta magaripta eba ma luk.","source":"Manado went fishing and (...TRUNCATED)
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Machine Translation of a low-resource language: Kalamang ↔ English translation benchmark.
Two configurations are available:
memwrap: Grammar textbook wrapped in <|memory_start|> / <|memory_end|> markersplain: Same content without memory markers (baseline)Important: Only the grammar textbook is inside the memory block. Vocabulary list and instructions are outside.
prompt: Chat-templated prompt stringcategory: {variant}/mtob/{direction} where direction is ek (English→Kalamang) or ke (Kalamang→English)extra_info:ground_truth: Contains target, source, directionscoring_function: mtob_translationfrom datasets import load_dataset
# Load memwrap variant
ds = load_dataset("tonychenxyz/mtob", "memwrap", split="test")
# Filter by direction
eng_to_kal = ds.filter(lambda x: "ek" in x["category"])
kal_to_eng = ds.filter(lambda x: "ke" in x["category"])
The scorer (mtob_translation) computes:
exact_match: Exact string match (case-insensitive, normalized)chrf: Character n-gram F-score