Datasets:

saidurga001301
/

agent-primitives-pilot-1k

input stringlengths 11 159k	target stringlengths 1 201	primitive stringclasses 10 values	options stringlengths 0 1.61k ⌀	scale stringclasses 2 values
Question: A	bacterial cell must perform all life functions	choice	["bacterial cell must perform all life functions", "lung cell", "flower cell", "tail cell"]	null
Question: Dogs	provide direct sustenance to their newborn puppies	choice	["are born with teeth", "leave their young to fend for themselves like turtle babies", "provide direct sustenance to their newborn puppies", "lay eggs to sit on"]	null
Question: Bees	manufacture honey from a sweet liquid found in flowers	choice	["make honey from fruit", "sell their honey to farmers", "manufacture honey from a sweet liquid found in flowers", "gather honey from flowers"]	null
Question: Mice	nurse their offspring	choice	["abandon their offspring", "hatch their young", "lay eggs", "nurse their offspring"]	null
Question: Death	deducts from population total	choice	["deducts from population total", "leads to phoenix-like rebirth", "adds to the population total", "leads to population growth"]	null
Question: Fungi	can do their food chain jobs without ingestion	choice	["can do their food chain jobs without ingestion", "act as predators in the food chain", "are always safe to ingest", "occupy the top of the food chain"]	null
Question: A deer	would live in an area surrounded by redwoods	choice	["would live in an area devoid of fauna or flora", "would live in an area surrounded by redwoods", "would live in a highly populate city", "would live in an aquatic environment"]	null
Question: Scales	help users know if they need to drop some lbs.	choice	["measure how much belly fat the user has", "measure height of the user", "help users know if they need to drop some lbs.", "help users determine their blood sugar levels"]	null
Question: Phloem	acts as a delivery person for a plant	choice	["acts as a delivery person for a plant", "acts as a trainer for a plant", "acts as a doctor for a plant", "acts as a farmer for a plant"]	null
Question: Cameras	can take snapshots of friends wearing snapbacks	choice	["can take snapshots of friends wearing snapbacks", "can be used for their microscopic properties", "can be used for solving mysteries", "can take friends on an adventure"]	null
Question: Berries	keep your brain clean	choice	["should be ate when they are green", "keep your brain clean", "Are only available in Canada", "Are all very poisonous"]	null
Question: Liquids	can take on numerous formations	choice	["can take on numerous formations", "is always completely opaque", "lacks any sort of malleability", "is easily confused with the gas phase"]	null
Question: The moon	is devoid of seas	choice	["has seven great lakes", "is devoid of seas", "is larger than the Earth", "has a powerful magnetic field"]	null
Question: Wind can	turn a statue to dust	choice	["feel emotions like love", "turn a statue to dust", "raise a family of four", "have a baby child"]	null
Question: The moon	has less matter than Earth	choice	["has less matter than Earth", "orbits around the sun", "weighs more than Earth", "has more mass than Earth"]	null
Question: Sleet is	potentially dangerous	choice	["potentially dangerous", "poison", "hot", "unhealthy"]	null
Question: Tsunamis	can rearrange coastal shorelines	choice	["have little impact on the environment", "can be easily halted", "can rearrange coastal shorelines", "can encourage economic growth"]	null
Question: Cardinals	incubate their young	choice	["have live births", "eat only meat", "incubate their food", "incubate their young"]	null
Question: A compass	knows orientation	choice	["knows orientation", "Tracks People", "Cleans", "Invented in 1905"]	null
Question: Magnetism	can act without contact between objects	choice	["requires full contact between objects", "requires objects to touch", "can act only on contact", "can act without contact between objects"]	null
Question: Hawks eat	geckos	choice	["eggs", "eagles", "dogs", "geckos"]	null
Question: birds lay	calcium life pods	choice	["rocks", "clouds", "trees", "calcium life pods"]	null
Question: Stars are	great balls of gas burning billions of miles away	choice	["warm lights that float", "made out of nitrate", "great balls of gas burning billions of miles away", "lights in the sky"]	null
Question: Foxes eat	mice	choice	["wolves", "mice", "man", "bears"]	null
Question: Eagles eat	small burrowing mammals	choice	["hawks", "flying insects", "plants and grains", "small burrowing mammals"]	null
Question: A landfill	may cause an increase in loose detritus in the area	choice	["may cause an increase in loose detritus in the area", "may lead to cleaner air", "may lead to increase in property value", "may lead to a nicer community"]	null
Question: Overeating	causes the number on the scale to go up	choice	["causes massive weight loss", "causes the number on the scale to go up", "boosts the immune system", "causes the number on the scale to go down"]	null
Question: Humans are	Water	choice	["Air", "Sunlight", "Water", "Plants"]	null
Question: Ground has	elements	choice	["electricity", "divorce", "elements", "common understanding"]	null
Question: Rain helps	communities thrive	choice	["candy", "communities thrive", "cooking", "bread"]	null
Question: Refraction	makes a straw appear broken when in a cup of water	choice	["makes objects appear to be twice their size", "moves heat energy thru sound waves", "is the phenomenon involved in mirrors", "makes a straw appear broken when in a cup of water"]	null
Question: Ecosystems	are communities with a plethora of living beings	choice	["are made up of many plants and lack living animals", "are communities with a plethora of living beings", "only contain animals of the same species", "are present only on certain continents"]	null
Question: The sun is	has nuclear mechanics	choice	["Square shaped", "caused by wind", "Cold", "has nuclear mechanics"]	null
Question: The sea is	A mega Museum	choice	["A mega Museum", "A solid", "Jello", "Candy"]	null
Question: Flashlights	make it easier to spot cat toys under the couch	choice	["illuminate a person's age", "need remote controls to properly operate", "make it easier to spot cat toys under the couch", "make word searches easier"]	null
Question: Greenhouses	protect plants from snow and frost	choice	["trap the dangerous gases released by plants", "protect plants from snow and frost", "keep plants from getting warm", "protect plants from mild weather"]	null
Question: Flashlights	illuminate pathways in an overgrown forest	choice	["illuminate ideas and thoughts", "illuminate answers to questions", "illuminate pathways in an overgrown forest", "illuminate bright sunny days"]	null
Question: all animals	intake gaseous elements	choice	["fly", "are telepathic", "dig", "intake gaseous elements"]	null
Question: Heat causes	water to turn to vapor in a process called evaporation	choice	["water to turn to vapor in a process called condensation", "water to melt in a process called condensation", "water to turn to vapor in a process called evaporation", "water to melt in a process called abomination"]	null
Question: Heating ice	will leave a puddle	choice	["changes it's chemical make-up", "will leave a puddle", "requires a deep freezer", "makes it even colder"]	null
Question: Microscopes	enhance the size of amoebas for easier viewing	choice	["make tiny atoms look smaller", "enhance the size of amoebas for easier viewing", "make magnifying things much more difficult", "make huge samples look minuscule"]	null
Question: lizards eat	six legged creatures	choice	["big dogs", "six legged creatures", "ears of corn", "well done steaks"]	null
Question: chlorophyll	would avoid being pinched on St. Patrick's day	choice	["would avoid being pinched on St. Patrick's day", "would blend in well in the arctic", "is the color of an embarrassed person's cheeks", "is a color used also to describe someone sad"]	null
Question: Gills allow	flounder to intake oxygen	choice	["flounder to intake oxygen", "giraffes to breathe underwater", "respiration for seals and herons", "respiration for sea going birds"]	null
Question: A frog eats	six legged creatures	choice	["flowers", "grains", "six legged creatures", "cheeseburgers"]	null
Question: Erosion can	turn a statue to dust	choice	["Give me a hair cut", "Create a beautiful painting", "turn a statue to dust", "Clean my car windows"]	null
Question: Pollution is	throwing a gum wrapper in the ocean	choice	["throwing a gum wrapper in the ocean", "trees in a forest", "Fish swimming in the sea", "The wind carrying seeds"]	null
Question: Thermometers	can help you decide how many layers of clothes to wear outside	choice	["can tell you if you need an umbrella that day", "can tell you which direction the wind is blowing", "can help you decide how many layers of clothes to wear outside", "can tell you how much rain has fallen"]	null
Question: Pollution is	throwing a candy wrapper down	choice	["trees in a green forest", "when wind carries seeds", "throwing a candy wrapper down", "Fish swimming in the sea"]	null
Question: Glacier melt	is an effect of an abundance of CO2 in the environment	choice	["is an effect of too many polar bears", "is an effect of an abundance of CO2 in the environment", "is an effect of deforestation", "is an effect of oxygen saturation"]	null
Question: Sunlight can	bounce from a rod	choice	["make eyes more visible", "bounce from a rod", "create a real problem", "blind a garden gnome"]	null
Question: You can hear	a electric viola	choice	["a electric viola", "a perfume", "a thought", "a prism"]	null
Question: Finches love	sweet sultan	choice	["jokes", "magic", "Everyone Love Raymond", "sweet sultan"]	null
Question: The moon has	dead volcanoes	choice	["Narwhales", "Fairies", "dead volcanoes", "Unicorns"]	null
Question: Fossil fuels	are a dwindling commodity	choice	["are a renewable resource", "have an unending supply", "can last for eons in the future", "are a dwindling commodity"]	null
Question: Sea anemones	look like flora	choice	["look like flora", "look like cars", "look like bats", "look like dogs"]	null
Question: Decomposition	adds to the components needed to sustain life in the soil	choice	["takes away from the soils ability to nourish plant life", "adds to the components needed to sustain life in the soil", "increases the rate of depletion of nutrients in the soil", "decreases nutrients in the soil"]	null
Question: Soil contains	chemical substances found in every living thing	choice	["the highest portion of the ozone layer", "the rotten idea of a decaying democracy", "waves of salt-water moving back and forth", "chemical substances found in every living thing"]	null
Question: Transpiration	is a control mechanism for H20 in daffodils	choice	["is a control method for fertilizer in roses", "is a control mechanism for root growth in sunflowers", "is a control mechanism for H20 in daffodils", "is a control method for argon in peonies"]	null
Question: Rainbows need	sun and some drizzle	choice	["leprechauns and pots of gold", "rain and dark skies", "sun and some drizzle", "sun and clear skies"]	null
Question: The mantle is	solid bulk	choice	["anger", "magic", "passion", "solid bulk"]	null
Question: A cougar eats	voles	choice	["unwary dandelions", "clouds", "carrots", "voles"]	null
Question: After a storm	creek beds may be spilling over	choice	["drinking water will be in short supply", "ponds may dry out", "creek beds may be spilling over", "flowers will wilt and wither"]	null
Question: Quartz are in	hollow spaces	choice	["affection", "hollow spaces", "love", "spices"]	null
Question: Which is true	an anemometer would measure a tropic front	choice	["an anemometer would measure a tropic front", "an anemometer would measure thunder", "an anemometer would measure a rainbow", "an anemometer would measure a lightning bolt"]	null
Question: the mantle is	a level of our planet	choice	["a level of our planet", "the planet closest to ours", "a kind of rock found on Earth", "the deepest part of our planet"]	null
Question: Some fish are	cannibals	choice	["cannibals", "Dry", "Land animals", "Magic"]	null
Question: MRIs can make	fillings dance	choice	["fillings dance", "great yogurt", "programs for assembly", "a mess"]	null
Question: Some pupa may	go into sand	choice	["Use wet towels", "never happen", "go into sand", "Eat candy"]	null
Question: It's wrong to	stomp a puppy	choice	["pet a dog", "cuddle a dog", "love a dog", "stomp a puppy"]	null
Question: Glaciers have	slow, hidden rivers	choice	["magic", "feelings", "emotions", "slow, hidden rivers"]	null
Question: A refrigerator	requires an electrical outlet to work	choice	["requires an electrical outlet to work", "requires an ice maker to work", "requires AA batteries to work", "requires a crisper to work"]	null
Question: Plants require	H2O	choice	["oxygen", "H2O", "Fe", "clouds"]	null
Question: Seed dispersal	benefits production of plant offspring	choice	["benefits production of human offspring", "decreases production of new plants", "has no effect on plant reproduction", "benefits production of plant offspring"]	null
Question: Wind energy is	re-useable	choice	["unreal", "careless", "re-useable", "noneffective"]	null
Question: Iron sticks to	a fridge	choice	["a ceramic throne", "a fridge", "a vitamin", "a beanie baby"]	null
Question: Weathering can	turn a sculpture to dust	choice	["release a best selling album", "create a black hole in the desert", "turn a sculpture to dust", "create a time traveling vortex"]	null
Question: Which is true?	glaciers make depressions that water can pool in	choice	["glaciers make depressions that water can pool in", "lions hunt glaciers in the wild", "glaciers are generally high temperature objects", "glaciers can change directions rapidly for speed"]	null
Question: Which is true?	hot coffee can injure due to its temperature	choice	["hot coffee will stay hot forever", "hot coffee is cold", "hot coffee can injure due to its temperature", "hot coffee prevents getting hot enough to burn"]	null
Question: Which is true?	one might happen upon a wild osprey in a forest	choice	["one might happen upon a wild dinosaur in its home", "one might happen upon a wild shark in a forest", "one might happen upon a wild eagle in a van", "one might happen upon a wild osprey in a forest"]	null
Question: A faucet drips	melted ice	choice	["lava", "air", "sand", "melted ice"]	null
Question: My dad gave me	my head windows	choice	["my head windows", "a building", "air", "the sun"]	null
Question: Which is true?	humans on the equator can go either north or south to change season	choice	["the equator has winter and summer at the same time", "humans on the equator celebrate Christmas in May", "the equator is always cold", "humans on the equator can go either north or south to change season"]	null
Question: Which is true?	the sun is a source of light with powerful nuclear reactions	choice	["the moon is a source of light with powerful nuclear reactions", "the sun is a source of evil with powerful nuclear reactions", "the sun is a source of light with weak, low-temperature reactions", "the sun is a source of light with powerful nuclear reactions"]	null
Question: Which is true?	most of our oceans, lakes, and pond are composed of hydrogen and oxygen	choice	["hydrogen is composed of water and oxygen", "waiters are composed of hydrogen and oxygen", "most of our oceans, lakes, and pond are composed of hydrogen and oxygen", "water is composed of hydrojets and oxyclean"]	null
Question: Which is true?	stars and balloons share some of the same gases	choice	["balloons and stars are composed of exactly the same materials", "balloons and stars are the same size", "stars and balloons share some of the same gases", "balloons and stars contain sodium"]	null
Question: A tree is dead	when a beaver uses it to a stop up a flowing river	choice	["when a raccoon scurries up it's trunk", "when a beaver uses it to a stop up a flowing river", "when a possum hides in its branches", "when an owl lives in it"]	null
Question: Conservation is	reusing gift bags again and again	choice	["using Styrofoam plates for every meal", "reusing gift bags again and again", "throwing plastic bottles in the landfill", "driving a gas guzzling truck"]	null
Question: Sometimes birds	cause the spread of plants by pooping hard objects found in fruit	choice	["dance to attract predators", "hide seeds from other birds by burying them", "hide seeds in hollow trees to eat during the winter", "cause the spread of plants by pooping hard objects found in fruit"]	null
Question: Cameras reflect	UV rays	choice	["a persona", "good decisions", "UV rays", "the stars"]	null
Question: Seeds travel by	Fish	choice	["Fish", "Word of mouth", "Knowledge", "Boat"]	null
Question: A landslide has	Multiple causes	choice	["Multiple causes", "Unicorns", "Airplanes", "Fires"]	null
Question: dry wood easily	incinerates	choice	["grows", "freezes", "shrinks", "incinerates"]	null
Question: Rain can damage	the carpet	choice	["happiness", "the carpet", "love", "Space"]	null
Question: On a cloudy day	the sun is less visible	choice	["the rain is invisible", "the clouds are gone", "the sky is more blue", "the sun is less visible"]	null
Question: A tree must die	for newspapers to go to print	choice	["for newspapers to go to print", "for bakeries to have a yeast supply", "for restaurants to have stryofoam containers", "for schools to have chalk"]	null
Question: Much iron is in	Earth's second layer	choice	["Earth's second layer", "cups of coffee", "the sky", "empty"]	null
Question: Nerves all have	microscopic parts	choice	["microscopic parts", "short arms", "viable organs", "liver transplants"]	null
Question: When is hotter?	noon	choice	["desert", "night", "morning", "noon"]	null
Question: On a cloudy day	the sun is obscured	choice	["the clouds are thin", "the sky is dark", "the wind is strong", "the sun is obscured"]	null

End of preview. Expand in Data Studio

Agent Primitives Pilot: High-Entropy Extraction Dataset (305k Rows)

A high-fidelity agentic extraction dataset specifically curated and aligned for small, ultra-fast language and hybrid models (e.g., Liquid AI LFM2-1.2B-Extract and LFM3-1.7B).

All synthetic degeneration loops, streaming repetitions, and padded artifacts have been permanently pruned. Every target strictly satisfies the $\le 32$ token ceiling to force models into concise, hallucination-free primitive extraction.

1. Composition Summary (305,063 Total Clean Rows)

Primitive	Samples	Share	Description & Benchmark Source	Target Ceiling
INT	99,162	32.51%	Deterministic integer answers (MetaMathQA)	$\le 12$ tokens
SPAN	86,580	28.38%	Verbatim factual document answer spans (SQuAD v2)	$\le 32$ tokens
STRUCT	59,270	19.43%	Compact JSON key-value extraction (LiquidAI/structured-extraction)	$\le 32$ tokens
CODE	28,769	9.43%	Linux commands & tool-calling arguments (Romit2004/LinuxCommands, Glaive)	$\le 32$ tokens
STR	9,575	3.14%	Scientific and technical string extraction (SciQ, IETF RFCs)	$\le 20$ tokens
NOUL	8,553	2.80%	Explicit non-hallucination abstentions (`"null"`, BoolQ & missing schema fields)	1 token
CHOICE	7,214	2.36%	Fast decision routing & tool name selection (Fastino `fast-decisions`)	$\le 6$ tokens
REPLAY	5,940	1.95%	Exact reproduction & verbatim state recovery (Databricks Dolly)	$\le 32$ tokens

2. Distributed Cluster Execution (distlab Orchestration)

This dataset was processed and verified using the distlab distributed cluster engine across 32 idle compute nodes (384 CPU cores):

Master Node: 10.5.16.86 (orchestration, slicing, parquet encoding, and upload).
Worker Execution: 32 nodes executed pure standard-library workers strictly inside ~/.work/ without touching host directories.
Batch Dispatch: 32 jobs dispatched concurrently via distlab submit --batch (Batch ID: b_1031_185710_e3da).
Runtime: Completed in 4.8 seconds across 32 nodes (32/32 successful, 0 failed).
Target Verification: 0 target token violations (>32 tokens = 0.00%).

3. Quickstart & Usage

from datasets import load_dataset

# Load compact high-entropy shards directly:
ds = load_dataset("saidurga001301/agent-primitives-pilot-1k", data_dir="data_compact", split="train")

print(f"Total Rows: {len(ds):,}")
print("Sample:", ds[0])

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