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utterance
string
intent
dict
category
string
just wondering, what's it like outside around Los Angeles?
{ "intent": "weather", "location": "Los Angeles", "date": null, "metric": "general", "time_of_day": null }
implicit_slot
So what's the temp next weekend?
{ "intent": "weather", "location": null, "date": "next_weekend", "metric": "temperature", "time_of_day": null }
date_reasoning
quick q, will it be wet for Anchorage?
{ "intent": "weather", "location": "Anchorage", "date": null, "metric": "rain", "time_of_day": null }
implicit_slot
Do I need sunglasses around Tokyo this thursday
{ "intent": "weather", "location": "Tokyo", "date": "thursday", "metric": "uv", "time_of_day": null }
date_reasoning
quick q, what are the temps this wednesday over in Denver in the evening?
{ "intent": "weather", "location": "Denver", "date": "wednesday", "metric": "temperature", "time_of_day": "evening" }
multi_slot
Is the sun strong in San Francisco this monday?
{ "intent": "weather", "location": "San Francisco", "date": "monday", "metric": "uv", "time_of_day": null }
date_reasoning
Book me a flight to Philadelphia?
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_nonweather
Hey is it humid in Phoenix?
{ "intent": "weather", "location": "Phoenix", "date": null, "metric": "humidity", "time_of_day": null }
implicit_slot
How strong is the uv sometime next week?
{ "intent": "weather", "location": null, "date": "next_week", "metric": "uv", "time_of_day": null }
date_reasoning
What time is sunrise in London?
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_unsupported_metric
so is it humid around London?
{ "intent": "weather", "location": "London", "date": null, "metric": "humidity", "time_of_day": null }
implicit_slot
so saturday how humid is it over in Reykjavik in the afternoon
{ "intent": "weather", "location": "Reykjavik", "date": "saturday", "metric": "humidity", "time_of_day": "afternoon" }
multi_slot
Do I need sunscreen on friday?
{ "intent": "weather", "location": null, "date": "friday", "metric": "uv", "time_of_day": null }
date_reasoning
quick q, recommend things to do in Detroit?
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_ambiguous
Is it clear out over in Dallas monday
{ "intent": "weather", "location": "Dallas", "date": "monday", "metric": "cloud", "time_of_day": null }
date_reasoning
Quick q, when does the sun set in Edinburgh?
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_unsupported_metric
Is it overcast for Philadelphia
{ "intent": "weather", "location": "Philadelphia", "date": null, "metric": "cloud", "time_of_day": null }
implicit_slot
Hey is it cloudy tomorrow for Reykjavik
{ "intent": "weather", "location": "Reykjavik", "date": "tomorrow", "metric": "cloud", "time_of_day": null }
basic
Quick q, should I bring a jacket in New York tomorrow morning?
{ "intent": "weather", "location": "New York", "date": "tomorrow", "metric": "temperature", "time_of_day": "morning" }
boundary
how strong is the wind thursday for Miami?
{ "intent": "weather", "location": "Miami", "date": "thursday", "metric": "wind", "time_of_day": null }
date_reasoning
just wondering, is it going to snow for Minneapolis?
{ "intent": "weather", "location": "Minneapolis", "date": null, "metric": "snow", "time_of_day": null }
implicit_slot
Just wondering, what's the population of Minneapolis
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_nonweather
Hey what are the top attractions in Dallas?
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_ambiguous
is it overcast around Vienna next weekend during the morning
{ "intent": "weather", "location": "Vienna", "date": "next_weekend", "metric": "cloud", "time_of_day": "morning" }
multi_slot
Hey do I need sunscreen around Anchorage next week in the afternoon?
{ "intent": "weather", "location": "Anchorage", "date": "next_week", "metric": "uv", "time_of_day": "afternoon" }
multi_slot
just wondering, book me a flight to Amsterdam
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_nonweather
Quick q, how's it looking out there sunday
{ "intent": "weather", "location": null, "date": "sunday", "metric": "general", "time_of_day": null }
date_reasoning
just wondering, what's the best restaurant in Chicago
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_nonweather
Quick q, this saturday how humid is it over in Berlin in the evening?
{ "intent": "weather", "location": "Berlin", "date": "saturday", "metric": "humidity", "time_of_day": "evening" }
multi_slot
So weather two days before christmas?
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_date_arith
Just wondering, book me a flight to London?
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_nonweather
Hey is it humid around Detroit overnight?
{ "intent": "weather", "location": "Detroit", "date": null, "metric": "humidity", "time_of_day": "night" }
basic
so do I need an umbrella over in Dallas friday
{ "intent": "weather", "location": "Dallas", "date": "friday", "metric": "rain", "time_of_day": null }
date_reasoning
quick q, what's the weather 45 days from now
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_date_arith
just wondering, is it raining for Philadelphia?
{ "intent": "weather", "location": "Philadelphia", "date": null, "metric": "rain", "time_of_day": null }
implicit_slot
quick q, give me the weather for Reykjavik?
{ "intent": "weather", "location": "Reykjavik", "date": null, "metric": "general", "time_of_day": null }
vague
weather the day after the super bowl in Dubai?
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_date_arith
Will it rain on thanksgiving
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_date_arith
quick q, will it snow in Boston?
{ "intent": "weather", "location": "Boston", "date": null, "metric": "snow", "time_of_day": null }
implicit_slot
What should i do in Reykjavik this weekend?
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_ambiguous
is it raining this wednesday
{ "intent": "weather", "location": null, "date": "wednesday", "metric": "rain", "time_of_day": null }
date_reasoning
so what's the forecast for thanksgiving?
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_date_arith
is it humid overnight
{ "intent": "weather", "location": null, "date": null, "metric": "humidity", "time_of_day": "night" }
implicit_slot
Quick q, translate hello into spanish?
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_nonweather
What's the water temperature in Singapore
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_unsupported_metric
So will it be gusty
{ "intent": "weather", "location": null, "date": null, "metric": "wind", "time_of_day": null }
implicit_slot
do I need sunglasses thursday in the afternoon?
{ "intent": "weather", "location": null, "date": "thursday", "metric": "uv", "time_of_day": "afternoon" }
date_reasoning
Just wondering, give me the weather for Dublin?
{ "intent": "weather", "location": "Dublin", "date": null, "metric": "general", "time_of_day": null }
vague
so is it cloudy around New York next weekend?
{ "intent": "weather", "location": "New York", "date": "next_weekend", "metric": "cloud", "time_of_day": null }
date_reasoning
so is it going to rain?
{ "intent": "weather", "location": null, "date": null, "metric": "rain", "time_of_day": null }
implicit_slot
Is it humid
{ "intent": "weather", "location": null, "date": null, "metric": "humidity", "time_of_day": null }
implicit_slot
Is it windy next week in the evening
{ "intent": "weather", "location": null, "date": "next_week", "metric": "wind", "time_of_day": "evening" }
date_reasoning
will it snow for Singapore during the morning?
{ "intent": "weather", "location": "Singapore", "date": null, "metric": "snow", "time_of_day": "morning" }
basic
hey how warm will it be in Dublin?
{ "intent": "weather", "location": "Dublin", "date": null, "metric": "temperature", "time_of_day": null }
implicit_slot
how strong is the wind during the morning
{ "intent": "weather", "location": null, "date": null, "metric": "wind", "time_of_day": "morning" }
implicit_slot
just wondering, how bad are allergies in Bangkok today?
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_unsupported_metric
hey this friday how humid is it
{ "intent": "weather", "location": null, "date": "friday", "metric": "humidity", "time_of_day": null }
date_reasoning
just wondering, how strong is the uv in Anchorage over the weekend?
{ "intent": "weather", "location": "Anchorage", "date": "this_weekend", "metric": "uv", "time_of_day": null }
basic
This tuesday is it going to rain around Boston in the evening?
{ "intent": "weather", "location": "Boston", "date": "tuesday", "metric": "rain", "time_of_day": "evening" }
multi_slot
hey this saturday how hot is it over in Reykjavik at night?
{ "intent": "weather", "location": "Reykjavik", "date": "saturday", "metric": "temperature", "time_of_day": "night" }
multi_slot
just wondering, how bad are allergies in Edinburgh today?
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_unsupported_metric
so what's the wind like around Dubai?
{ "intent": "weather", "location": "Dubai", "date": null, "metric": "wind", "time_of_day": null }
implicit_slot
what's fun to do in Sydney?
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_ambiguous
just wondering, is it muggy over in Austin
{ "intent": "weather", "location": "Austin", "date": null, "metric": "humidity", "time_of_day": null }
implicit_slot
Quick q, what are the temps next weekend?
{ "intent": "weather", "location": null, "date": "next_weekend", "metric": "temperature", "time_of_day": null }
date_reasoning
quick q, will it be wet this wednesday over in Phoenix in the morning?
{ "intent": "weather", "location": "Phoenix", "date": "wednesday", "metric": "rain", "time_of_day": "morning" }
multi_slot
is the pollen bad in Cairo
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_unsupported_metric
do I need sunglasses tomorrow afternoon?
{ "intent": "weather", "location": null, "date": "tomorrow", "metric": "uv", "time_of_day": "afternoon" }
boundary
is it overcast around Bangkok overnight?
{ "intent": "weather", "location": "Bangkok", "date": null, "metric": "cloud", "time_of_day": "night" }
basic
Just wondering, the day after tomorrow is it going to rain?
{ "intent": "weather", "location": null, "date": "day_after_tomorrow", "metric": "rain", "time_of_day": null }
date_reasoning
How strong is the wind?
{ "intent": "weather", "location": null, "date": null, "metric": "wind", "time_of_day": null }
implicit_slot
what's the uv index over in Oslo on friday
{ "intent": "weather", "location": "Oslo", "date": "friday", "metric": "uv", "time_of_day": null }
date_reasoning
just wondering, do I need an umbrella this saturday over in Seattle
{ "intent": "weather", "location": "Seattle", "date": "saturday", "metric": "rain", "time_of_day": null }
date_reasoning
hey is it going to rain this weekend?
{ "intent": "weather", "location": null, "date": "this_weekend", "metric": "rain", "time_of_day": null }
implicit_slot
Saturday is it raining for Chicago
{ "intent": "weather", "location": "Chicago", "date": "saturday", "metric": "rain", "time_of_day": null }
date_reasoning
will it be sunny in the afternoon
{ "intent": "weather", "location": null, "date": null, "metric": "cloud", "time_of_day": "afternoon" }
implicit_slot
How's the weather looking in Chicago
{ "intent": "weather", "location": "Chicago", "date": null, "metric": "general", "time_of_day": null }
vague
over the weekend is it going to snow over in Portland in the afternoon?
{ "intent": "weather", "location": "Portland", "date": "this_weekend", "metric": "snow", "time_of_day": "afternoon" }
multi_slot
Just wondering, will it be wet this saturday?
{ "intent": "weather", "location": null, "date": "saturday", "metric": "rain", "time_of_day": null }
date_reasoning
just wondering, is it raining in Denver overnight?
{ "intent": "weather", "location": "Denver", "date": null, "metric": "rain", "time_of_day": "night" }
basic
is San Diego worth visiting?
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_ambiguous
will there be snowfall this friday around San Francisco?
{ "intent": "weather", "location": "San Francisco", "date": "friday", "metric": "snow", "time_of_day": null }
date_reasoning
just wondering, how cloudy is it?
{ "intent": "weather", "location": null, "date": null, "metric": "cloud", "time_of_day": null }
implicit_slot
Hey is it muggy over the weekend for Berlin in the afternoon
{ "intent": "weather", "location": "Berlin", "date": "this_weekend", "metric": "humidity", "time_of_day": "afternoon" }
multi_slot
so weather two days before new years day?
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_date_arith
tomorrow how strong is the wind for Oslo
{ "intent": "weather", "location": "Oslo", "date": "tomorrow", "metric": "wind", "time_of_day": null }
basic
Hey how strong is the wind on friday
{ "intent": "weather", "location": null, "date": "friday", "metric": "wind", "time_of_day": null }
date_reasoning
How strong is the uv tomorrow for Phoenix
{ "intent": "weather", "location": "Phoenix", "date": "tomorrow", "metric": "uv", "time_of_day": null }
basic
So this wednesday is it muggy in Bangkok
{ "intent": "weather", "location": "Bangkok", "date": "wednesday", "metric": "humidity", "time_of_day": null }
date_reasoning
Quick q, this wednesday do I need sunscreen
{ "intent": "weather", "location": null, "date": "wednesday", "metric": "uv", "time_of_day": null }
date_reasoning
Just wondering, will it snow over the weekend?
{ "intent": "weather", "location": null, "date": "this_weekend", "metric": "snow", "time_of_day": null }
implicit_slot
So help me plan a trip to San Francisco?
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_ambiguous
Just wondering, is it cloudy on monday around Denver?
{ "intent": "weather", "location": "Denver", "date": "monday", "metric": "cloud", "time_of_day": null }
date_reasoning
so tomorrow what's the wind like around Dubai?
{ "intent": "weather", "location": "Dubai", "date": "tomorrow", "metric": "wind", "time_of_day": null }
basic
Just wondering, do I need an umbrella next weekend for Tokyo in the afternoon?
{ "intent": "weather", "location": "Tokyo", "date": "next_weekend", "metric": "rain", "time_of_day": "afternoon" }
multi_slot
just wondering, weather the day after the super bowl in Rome?
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_date_arith
Just wondering, what's the weather right now around Amsterdam?
{ "intent": "weather", "location": "Amsterdam", "date": "today", "metric": "general", "time_of_day": null }
basic
hey is it going to be chilly for Minneapolis?
{ "intent": "weather", "location": "Minneapolis", "date": null, "metric": "temperature", "time_of_day": null }
implicit_slot
Quick q, how's the weather for Denver overnight?
{ "intent": "weather", "location": "Denver", "date": null, "metric": "general", "time_of_day": "night" }
basic
weather the day after the super bowl in Amsterdam?
{ "intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null }
oos_date_arith
End of preview. Expand in Data Studio

weather-intent-v2

Synthetic dataset for a reject-option weather-intent parser (v2). Maps a user message to a structured JSON intent, or labels it out_of_scope. Trains Nicholas55555/qwen2.5-1.5b-weather-intent-v2.

{"utterance": "will it rain in Paris this weekend?",
 "intent": {"intent": "weather", "location": "Paris", "date": "this_weekend", "metric": "rain", "time_of_day": null},
 "category": "basic"}
{"utterance": "how's the pollen in Austin?",
 "intent": {"intent": "out_of_scope", "location": null, "date": null, "metric": null, "time_of_day": null},
 "category": "oos_unsupported_metric"}

Composition (1500 train / 300 eval, 25% out-of-scope)

Out-of-scope negatives are stratified so reject-recall can be reported per stratum: oos_nonweather, oos_unsupported_metric, oos_date_arith, oos_ambiguous. A boundary band of hard positives ("is it a good beach day?", "do I need sunscreen?") holds the false-reject rate down.

Fields

field description
utterance the user message
intent target: intent (weather/out_of_scope) + location, date, metric, time_of_day
category slice (positive category or oos_* stratum)

Generation

Programmatic and correct-by-construction (slots sampled first, utterance rendered from them). The task is parsing only — volatile facts and rendering are downstream code.

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