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The dataset generation failed
Error code: DatasetGenerationError
Exception: TypeError
Message: Couldn't cast array of type
struct<intent: string>
to
{'toxic': Value('bool')}
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 343, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2312, in cast_table_to_schema
cast_array_to_feature(
~~~~~~~~~~~~~~~~~~~~~^
table[name] if name in table_column_names else pa.array([None] * len(table), type=schema.field(name).type),
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
feature,
^^^^^^^^
)
^
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1861, in wrapper
return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
~~~~^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2158, in cast_array_to_feature
raise TypeError(f"Couldn't cast array of type\n{_short_str(array.type)}\nto\n{_short_str(feature)}")
TypeError: Couldn't cast array of type
struct<intent: string>
to
{'toxic': Value('bool')}
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 1880, 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 | answers dict | meta dict |
|---|---|---|
Time for xmas shopping?
How about comic, coloring book versions?
Yawn!
All the big sins still are "in" like masturbation.
Every sperm remains sacred.
Still waiting for the version which reflects the beliefs and practices of RCs. | {
"toxic": true
} | {
"row": 194,
"toxicity": 1
} |
Name them. | {
"toxic": false
} | {
"row": 217,
"toxicity": 0
} |
Even a liberal idiot can understand the law: “Whenever the President finds that the entry of any aliens or of any class of aliens into the United States would be detrimental to the interests of the United States, he may by proclamation, and for such period as he shall deem necessary, suspend the entry of all aliens or... | {
"toxic": true
} | {
"row": 542,
"toxicity": 1
} |
Debt relief... how many times have we had this.... someone pays every time. Calling for the 'demographics of the indebted section of the population'... that's most people nowadays is a waste of time.
By all means curb lending and interest rates, but that will reduce still further consumer demand! | {
"toxic": false
} | {
"row": 602,
"toxicity": 0
} |
>>For Republicans to repeatedly claim that Obamacare is a disaster is ridiculous and an outright lie.
Let's keep Obamacare the way it is...and remember it was the Democrats "pass it so we can know what's in it." during the 2018 elections. | {
"toxic": true
} | {
"row": 714,
"toxicity": 0.7
} |
Why do you report this? UN, completely useless organization...no wait not useless...make that DANGEROUS to Canadian interests.
Any informed critical thinker knows this outfit is totally disfunctional. | {
"toxic": true
} | {
"row": 787,
"toxicity": 0.6
} |
It is not illegal and not uncommon for law firms to contribute to non-profits. The question is whether the law firms were making contributions as a form of quid pro quo to the non-profit in exchange for having clients sent their way. The legality of that would depend on the law in the state where the acts occurred as... | {
"toxic": false
} | {
"row": 800,
"toxicity": 0
} |
Citizen lab, American political poodle. | {
"toxic": false
} | {
"row": 1688,
"toxicity": 0.3
} |
I dream of the day Trudeau is defeated. What a pathetic, clueless P.M. | {
"toxic": true
} | {
"row": 2042,
"toxicity": 0.8214
} |
Nor are there any statues dedicated to slaves in Canada. | {
"toxic": false
} | {
"row": 2351,
"toxicity": 0
} |
There they go again. When I came to Eugene in 1985 living on the streets, you could buy a 400 square foot 1 bedroom home for $10K-$13K. Oregon liberals outlawed this housing to raise property tax revenue through market manipulation called high density planning. Today liberals will not remotely tolerate starter homes be... | {
"toxic": true
} | {
"row": 2498,
"toxicity": 0.5
} |
Guess those of who have gift cards and those who bought them are screwed. | {
"toxic": true
} | {
"row": 2796,
"toxicity": 0.6
} |
Your comment smacks of your ignorance of the inequality women HERE still experience. And your utter indifference to this fact. Your type of 'argument' is called a "biased sample" and is absolutely worthless. | {
"toxic": true
} | {
"row": 2803,
"toxicity": 0.5946
} |
All of Putrumpski's picks are unscrupulous, and that includes Pence. The fruit doesn't fall far from the rotten tree. ☠️☠️☠️ | {
"toxic": false
} | {
"row": 3011,
"toxicity": 0
} |
The legislative and executive branch cannot legislate or administrate contrary to the Constitution - not without amending the Constitution itself. the Constitution is the supreme law of the land. The Supreme Court cannot overrule the plain meaning if the Constitution - and contrary to what you may assert, the Constitut... | {
"toxic": false
} | {
"row": 3332,
"toxicity": 0
} |
Hall went to great lengths to satisfy his appetite for sex with a child. The sentence will certainly prevent recidivism during his incarceration. One who pursues a child for sex is as low a form of human as can be. I wish Lorena Bobbit would visit him. | {
"toxic": true
} | {
"row": 3370,
"toxicity": 0.6
} |
He was a terrible mayor. What skill set does he bring to the state that deserve our votes? We didn't want him for Lt. Gov, and why would we want him for anything else? | {
"toxic": false
} | {
"row": 3568,
"toxicity": 0
} |
"Double standard" is misleading in this context because it implies that republicans have any standards at all. | {
"toxic": false
} | {
"row": 3731,
"toxicity": 0
} |
Trump is a MORON. We must go on without him. | {
"toxic": true
} | {
"row": 3839,
"toxicity": 0.7903
} |
"A true coward is a person who mocks another's death!" | {
"toxic": false
} | {
"row": 3977,
"toxicity": 0.4286
} |
Trudeau chose his cabinet members based on the look of the cabinets (gender, race equality etc.) This directly lead to insufficient vetting and a bunch of political light weight ending up in the cabinet.
Perhaps this is also what Gerald Butts wants: a cabinert of less experienced political light weight who are easy ... | {
"toxic": false
} | {
"row": 4026,
"toxicity": 0
} |
One can argue that this fool and his bizarre wife brought Hillary down. WE are all paying a heavy price for him. | {
"toxic": true
} | {
"row": 4049,
"toxicity": 0.6562
} |
Another Conservative voter that forgot the massive omnibus legislation that the conservatives rammed through. How pathetic you have such a very short memory. | {
"toxic": true
} | {
"row": 4058,
"toxicity": 0.5972
} |
scary area | {
"toxic": false
} | {
"row": 4193,
"toxicity": 0
} |
It is typically $30.00 from Airport Heights to the airport and the same to return upon finishing the trip. $60.00 round trip, and that includes about $3.00 to $4.00 in tips for the drivers each way, so around $26.00 to $27.00 each way to the taxi company. There is some danger involved in driving hack, so I don't cons... | {
"toxic": false
} | {
"row": 4451,
"toxicity": 0
} |
You are probably one of those folks who say "If you don't have anything to hide you have nothing to worry about". Of course that completely misses the point of what privacy and freedom are all about. If you want to be branded like cattle go for it, just don't think the rest of us are as foolish as you. | {
"toxic": true
} | {
"row": 4620,
"toxicity": 0.6885
} |
Millions of acres and birds, not just "10s of thousands," if the 7% of current generation doubles or triples to begin to take-up any appreciable portion of carbon-based generation......bottom line.....Polis and his cohort are con artists who will cost every Coloradoan, dearly. | {
"toxic": false
} | {
"row": 4660,
"toxicity": 0
} |
Lol, get over your victimization. | {
"toxic": false
} | {
"row": 4957,
"toxicity": 0
} |
so this writer is pro abortion, pro homosexuality and pro hillary clinton who consorts with openly satanic people? wow what a real catholic you are... disgusting. | {
"toxic": true
} | {
"row": 5024,
"toxicity": 0.7857
} |
Were any of the matters referred to the RCMP? Were any criminal charges laid? | {
"toxic": false
} | {
"row": 5123,
"toxicity": 0
} |
Trump. Trump. Trump. Stuck on stupid. Another dumb Hawaiian? | {
"toxic": true
} | {
"row": 5133,
"toxicity": 0.8361
} |
Hey rick let me point my gun at you and fire a few rounds and see if you become a drama queen...smh typical douchebag...you dont know those people but are quick to judge shows and tells alot about the kind of person you are! | {
"toxic": true
} | {
"row": 5150,
"toxicity": 0.6857
} |
HA.HA,HA! You are just too funny! | {
"toxic": false
} | {
"row": 5201,
"toxicity": 0
} |
"The Post report cites anonymous U.S. officials ..."
Constant fake news. Relentless fabrication. | {
"toxic": false
} | {
"row": 5772,
"toxicity": 0
} |
Yep. What they really like about him is that he's a bully and a complete jerk. I guess that's the Republican base these days. | {
"toxic": true
} | {
"row": 5955,
"toxicity": 0.8194
} |
mexico has some of the worst gangs in the world,they kill anyone who gets in their way and have a drug net work that is the biggest in north America. | {
"toxic": true
} | {
"row": 6723,
"toxicity": 0.6338
} |
The article for which you posted a link is an excellent analysis of the situation. It's not just Protestant evangelicals... there are some within the Roman Catholic communion whose 'orthotoxy' falls into the same pit of "working like the devil for the Lord". Sadly, the principle of unintended consequences (hopefu... | {
"toxic": false
} | {
"row": 6881,
"toxicity": 0
} |
They are not seeking asylum. They are breaking our laws seeking economic advantage. Stop this grotesque violation. | {
"toxic": false
} | {
"row": 6917,
"toxicity": 0.2
} |
Dream on ! Mr. Trump is a narcissist and listens to no-one . He wants to stir everything up in the White House so that he won't be investigated and he loves all the attention he is getting- just like Toronto's former mayor Rob Ford . Nothing good will be accomplished as long as he is president . God help the stup... | {
"toxic": true
} | {
"row": 6940,
"toxicity": 0.8378
} |
Hurting the NK people cannot even be called "collateral damage" because the U.S. will knowingly hurt them. Just don't forget that the U.S. was mainly responsible for creating the breakup of Korea after WWII. | {
"toxic": false
} | {
"row": 6980,
"toxicity": 0
} |
Exactly. Obviously they got lucky., and had no business being out there. Lesson learned.
The tiger shark story sounds a little bit....over the top, hopefully they have video. A tiger shark teaching their young to hunt? Well it is laughable, knowing that young sharks are either on their own or they are on the menu! | {
"toxic": true
} | {
"row": 7041,
"toxicity": 0.5
} |
The solution? Simply force the cell phone manufacturers to unlock them, just like forcing bakers to bake certain cakes. What's the problem? | {
"toxic": false
} | {
"row": 7063,
"toxicity": 0
} |
He cheats.
Ask Alice Cooper. | {
"toxic": false
} | {
"row": 7175,
"toxicity": 0
} |
Yes, yes it is absolutely something they should be dealing with. Good for you that you won't make your daughter sneak around. But many boys and girls do have to and that's unsafe for several reasons. And the MAJOR difference between birth control and anti-depressants/sleeping pills is that birth control is not easy to ... | {
"toxic": false
} | {
"row": 7282,
"toxicity": 0
} |
"Eugene environmental organizations cheer judge’s recommendation, for now stopping planned logging northwest of Crater Lake"
For now stopping? Hark! | {
"toxic": false
} | {
"row": 7308,
"toxicity": 0
} |
I can certainly understand what the execs are saying and how the difference between men and women in regards to job types and styles can be seen. Men and women are very different when it comes to "norms". This is why they say, "Men are from Mars, and Women from Venus". With this in mind, is it any wonder why the percen... | {
"toxic": false
} | {
"row": 7324,
"toxicity": 0
} |
What part are you saying is "impressive"? | {
"toxic": false
} | {
"row": 7327,
"toxicity": 0
} |
The budget is still 17% of all federal spending, per the article provided. Then I can't be sure if all military spending is included as a part of the standard budgeting process.
So you have an ex Commander of the Allied forces, verses Forbes magazine and article written by a person hired within the MIC.
Military sp... | {
"toxic": false
} | {
"row": 7359,
"toxicity": 0
} |
Thank you, Rocky. You2. | {
"toxic": false
} | {
"row": 7376,
"toxicity": 0
} |
"The British-based Syrian Observatory for Human Rights"
Oh, please. Still purveying this junk? | {
"toxic": true
} | {
"row": 7808,
"toxicity": 0.5
} |
"Why don't we acknowledge that political belief is also an aspect of human behaviour in need of external control?"
The most chillingly fascistic words I've read in a long, long time. The Globe and Mail should be ashamed for publishing such vile, Orwellian trash. | {
"toxic": true
} | {
"row": 8045,
"toxicity": 0.5
} |
"New Democrat Leader Tom Mulcair, called on Butts to distance himself from Bannon"
The NDP, with this ridiculous criticism, failed pathetically to present themselves as competent critics of the Liberal government.
The two key advisors, like them or loathe them, to two nations who are each others' biggest trading part... | {
"toxic": true
} | {
"row": 8219,
"toxicity": 0.6
} |
Regardless of the arguments for and against physical punishment, does not the Constitutional Court have to approve this ruling by the High Court before it becomes Law? | {
"toxic": false
} | {
"row": 8267,
"toxicity": 0
} |
'
…the acquired skillsets necessary to carry out tactical idiocy is a Trump speciality.
.
The trumpery are most impressed with the speed,
…at which he applies his world class tactical idiocy to every issue he faces.
. | {
"toxic": true
} | {
"row": 8268,
"toxicity": 0.7
} |
Nice story all the same. I still think that soccer has the answer. Check this out.
https://www.businesslive.co.za/bd/companies/energy/2017-07-19-eskom-accounts-show-r3bn-in-irregular-expenditure/ | {
"toxic": false
} | {
"row": 8647,
"toxicity": 0
} |
"An Air Force spokesman told the Associated Press that he was discharged from the military for allegedly assaulting his spouse and child."
So, after being jailed for violent domestic abuse, he legally bought the weapons? If so, maybe we can discuss whether this person has an unfettered right to buy/posses a gun, hand ... | {
"toxic": false
} | {
"row": 8930,
"toxicity": 0
} |
I try not to second guess after the game because what you say is correct it is all hindsight which only means something if Rolo could predict the future. I also think the team was tiring and that would add to the downside risk. Plus Dru's decision making was a little shaky this game possibly because of problems he was ... | {
"toxic": false
} | {
"row": 9231,
"toxicity": 0
} |
It just seems funny to me that there is a lot of talk over industry support, e g Bombardier and autos, but very little over the tax incentives for the entertainment industry. I think what this shows is that whatever industry is able to ransom jobs to the bidder. We don't need to play the game but if we don't we won't g... | {
"toxic": true
} | {
"row": 9297,
"toxicity": 0.5
} |
Trudeau I hope you know this is race based politics at best. Anyone else would have remained in jail. | {
"toxic": false
} | {
"row": 9440,
"toxicity": 0
} |
For the same reasons morons like Donald Trump get elected: their fellow morons vote for them. | {
"toxic": true
} | {
"row": 9923,
"toxicity": 0.8966
} |
I've been advocating for years DUI/DWI/distracted driving resulting in the death of another should be considered pre-meditated murder since all drivers KNOW the laws but some CHOOSE to break 'em ... | {
"toxic": false
} | {
"row": 10080,
"toxicity": 0.1667
} |
What is the author talking about , coming back from this. He's done more in six months then the last 4 presidents combined. And this week, he did everything a leader should do. Just because the racist media is to stupid to understand english that is there problem . Trump exacts words, this week after the event was : Th... | {
"toxic": true
} | {
"row": 10139,
"toxicity": 0.9
} |
This president is simply a clown. He doesn't have the power to withdraw from NAFTA unilaterally. Congress does. But his ill informed followers will eat this up like there is no tomorrow. | {
"toxic": true
} | {
"row": 10174,
"toxicity": 0.6866
} |
Carmen Gutierrez is a gold digger and nothing more. Don't be fooled like my father was, Rod Bradley. Carmen was having an affair with a married man while my father was dying. She then proceeded to attempt to cheat my sister and I out of our inheritance. This woman is trash and I will never forgive Rod for his poor ... | {
"toxic": true
} | {
"row": 10186,
"toxicity": 0.7
} |
Trusting the Liberals to fix the mess they created is like trusting the arsonist with the fire extinguisher. | {
"toxic": false
} | {
"row": 10267,
"toxicity": 0
} |
People like it? I've seen numerous stories where premiums go up hundreds of percents. I've yet to find people that actually like paying more for less. Must be some lefty ideology to forever be paying for garbage. | {
"toxic": true
} | {
"row": 10333,
"toxicity": 0.8
} |
Between increased taxation and ludicrous hydro rates , I don't think I have enough left over to invest unless my welfare cheques count for something. | {
"toxic": false
} | {
"row": 10532,
"toxicity": 0.3
} |
Hahahahahaha.
1- Lies, 2- Damn Lies, 3- Statistics
Do you live in Toronto? Ever try to buy or rent shelter? Ever pay electrical bills. The CPI is a relic of days gone by and it will take a new crop of new thinking economists to come to terms with the new realities. | {
"toxic": true
} | {
"row": 10535,
"toxicity": 0.6
} |
YOU MUZZIE ARE A LIAR. FLAT OUT. | {
"toxic": true
} | {
"row": 10685,
"toxicity": 0.7636
} |
...and hence why Trump and most politicians are immune to personal gun related attacks because of all the protection they receive...not so for the average citizen...ergo, they say "not really a problem"...at least in their minds. | {
"toxic": false
} | {
"row": 10799,
"toxicity": 0
} |
Good pic that shows the ridiculous "artwork" on the support column. Pretty much indicative of the waste of taxpayer funds. | {
"toxic": true
} | {
"row": 10917,
"toxicity": 0.5
} |
Whoa! What a coincidence. I am also 67 and in the same situation, although I'm in western Canada and my Camry's much older with a lot of rust although otherwise good mechanical shape since very little ever goes wrong. For reasons of safety though - it doesn't have air bags, or anti-lock brakes, etc. - I've decided t... | {
"toxic": false
} | {
"row": 11088,
"toxicity": 0
} |
88% of the time a black person is murdered, it is by another black person | {
"toxic": true
} | {
"row": 11119,
"toxicity": 0.6316
} |
I would be very much afraid of this act of violence. I don't care what school he went to, it doesn't really matter. I'm more afraid of the fact that these young men felt that they can do this act without the fear of consequence...or worse, because they believe they can...period! | {
"toxic": false
} | {
"row": 11160,
"toxicity": 0
} |
I like O'Toole - he's solid, smart and very likeable- and his French is decent and improving. He's also one of the most likely candidates to bring some integrity back to the Conservative Party, which is sorely needed and was badly squandered. Leitch and O'Leary are the most likely to keep disaffected Conservatives a... | {
"toxic": false
} | {
"row": 11201,
"toxicity": 0
} |
Oh don't be too quick to offer that Canada doesn't have it's own infection of racism. | {
"toxic": true
} | {
"row": 11237,
"toxicity": 0.6
} |
I wouldn't be surprised if that ban will extend to domestic flights in the near future. First is was international flights from certain countries, next it is all international flights, next will be domestic flights. | {
"toxic": false
} | {
"row": 11327,
"toxicity": 0
} |
In fact, what happens--and I have seen it more than once -- is that the infidelity is quietly ignored. No, if it's gays, they can expect to be fired; if it's straights, they probably won't be. That's hypocrisy. | {
"toxic": false
} | {
"row": 11573,
"toxicity": 0.2
} |
No fear or hate here.
You're projecting* again.
So sad.
*An unconscious self-defence mechanism characterised by a person unconsciously attributing their own issues onto someone or something else as a form of delusion and denial. - http://www.urbandictionary.com/define.php?term=Projection | {
"toxic": false
} | {
"row": 11651,
"toxicity": 0
} |
There is something worse ..... a corrupt chief of police that abuses police power with a corrupt wife in the district attorneys office who abuses her power! | {
"toxic": true
} | {
"row": 11720,
"toxicity": 0.8333
} |
'
…none.
zip, …nada.
. | {
"toxic": false
} | {
"row": 11793,
"toxicity": 0
} |
Those who say it's a good thing to strap on a bomb to kill innocents are not following Islamic doctrine. They're violating it. | {
"toxic": false
} | {
"row": 11813,
"toxicity": 0.3
} |
Pull that rig right up to City Hall and let the disposal begin! | {
"toxic": false
} | {
"row": 11827,
"toxicity": 0.1667
} |
You mean you hope so.
But the more people understand about this the more they will understand and respect both his decision and also come to lose respect at how dishonest and cynical the Conservatives have played this not to mention their fund rising on the topic and collection of names and addresses on their variou... | {
"toxic": true
} | {
"row": 11859,
"toxicity": 1
} |
Wow, all these girls like a lady that accepts money from radical Muslim countries that treat women like slaves. My guess all the news they get is from their teachers in school and they don't read things themselves. Granted Trump is no saint, but to vote for a woman that defends rapist including her husband is deeming t... | {
"toxic": true
} | {
"row": 11933,
"toxicity": 0.6
} |
No worry they got predators in restaurants too. There's a restaurant on the westside that hook workers on drugs as they get free stuff not only from the restaurant but from the naive gals too. | {
"toxic": false
} | {
"row": 12306,
"toxicity": 0.4
} |
dont forget her deplorable character or lack thereof ...far more corrupt and dishonest than anyone who has ever sought the office | {
"toxic": true
} | {
"row": 12315,
"toxicity": 0.8333
} |
TRUST!!
Business is not the problem
Governments made up of Technocrats, Oligarchs, bureaucrats, unions have destroyed our country
We have lost our government and economy to globalist politicians and organized groups who work together fo their benefits. Not ours.
We have immigrants shoved down our throats and have to ... | {
"toxic": true
} | {
"row": 12361,
"toxicity": 0.7
} |
Putin's puppets mission is to sew conflict and confusion to do as much damage as possible to the republic until he's stopped.It seems republicans share the same goals and are not inclined to aid the nation. | {
"toxic": false
} | {
"row": 12372,
"toxicity": 0.4
} |
as i predicted, trump won. as i predicted the losers cry like babies. carry on trumpster. | {
"toxic": true
} | {
"row": 12408,
"toxicity": 0.7
} |
Tea Party Republicans love tariffs .............. and missed attending primary school history class | {
"toxic": false
} | {
"row": 12800,
"toxicity": 0
} |
When multiple parts of a machine are broken, one cannot expect that fixing one of the parts will bring the machine back to perfect performance. We still have our unprofessional EPD and DA. We still have our awful city manager in Eugene and his incompetent staff. Our city council is still a clown car and the county comm... | {
"toxic": false
} | {
"row": 12828,
"toxicity": 0.2
} |
Trump is a boil that needs lancing. | {
"toxic": true
} | {
"row": 12914,
"toxicity": 0.6133
} |
When did students start praying in school? I still remember all the fuss when they banned the Lord's Prayer.....have we now reversed our positon on banning religion from our public schools?
--------------
Position not changed
Lord's Prayer, Christmas Nativity scenes still banned in public schools
Anyone knows any publ... | {
"toxic": false
} | {
"row": 12996,
"toxicity": 0
} |
You conveniently confuse assets with income. Not sure if you’re trying to be deceptive or are just stupid. Its called “income” tax for a reason. | {
"toxic": true
} | {
"row": 13497,
"toxicity": 0.7049
} |
And STILL......no.....zero....”public-private partnership”
As if anyone would be so stupid to partner with the C&C of HNL | {
"toxic": true
} | {
"row": 13695,
"toxicity": 0.8
} |
Ah yes, the old " If I don't agree with you, you must be KKK" Shtick. That teeny tiny group of backwoods hicks hasn't been a threat to anyone in decades. Try again! | {
"toxic": true
} | {
"row": 13711,
"toxicity": 0.5
} |
White supremicists, as disgusting as they may be, have a right to express their opinions in public assembled. The fact that they're emboldened to do so now, is a blessing. We now know more accurately just how much more work there is to be done to make the question of race irrelevant. | {
"toxic": true
} | {
"row": 13934,
"toxicity": 0.6
} |
ERROR: type should be string, got "https://www.atr.org/us-national-debt-more-doubles-under-obama%E2%80%99s-wasteful-watch\n\n\"\"\"The U.S. publicly held debt has ballooned by over 50% under President Obama to now approach almost $13 trillion. With no signs of slowing, a debt this monstrous will have disastrous effects upon the growth of our country.\n\nWhen Barack Obama took office on January 20, 2009, the publicly held debt stood at $6.307 trillion. Contrasting a presidency of lows, Obama grew the publicly held debt to a record high of $12.922 trillion this week. How could Obama have reached such an historic level, accomplished so much change, and harmed America’s future so dramatically in just under six years?\"\"\"\n\nThis article was from 2014 so in 2 additional years, O'bama managed to get the national debt to 20 trillion. And boots has the gall to continue to blame GW Bush?" | {
"toxic": false
} | {
"row": 13942,
"toxicity": 0
} |
to be sure, hate is an ugly, ugly thing. Over the last eight years there have been tens of millions of racist posts directed at the president of the United States. Websites have been developed just to give those posters a convenient outlet. It's one thing to oppose a policy, that's what democracy is all about. It'... | {
"toxic": true
} | {
"row": 14108,
"toxicity": 0.6
} |
End of preview.
OpenJev held-out generalization suite
Seven tasks for measuring whether a typed-decision model transfers to schemas it has never been trained on. Built to answer one question honestly: does the model generalize, or has it seen this before?
Used by OpenJev, but the format is plain JSONL and nothing here depends on that code.
The suite
| task | primitive | K | rows | chance |
|---|---|---|---|---|
clinc_oos |
choice | 151 | 600 | 0.007 |
banking77 |
choice | 77 | 600 | 0.013 |
massive_intent |
choice | 60 | 600 | 0.017 |
sst5 |
score | 5 | 600 | 0.200 |
helpsteer_helpfulness |
score | 5 | 600 | 0.200 |
ag_news |
choice | 4 | 600 | 0.250 |
civil_comments_toxicity |
noul | 2 | 600 | 0.500 |
The high-cardinality end is the point. A 151-option menu is where models that look fine on four-way classification collapse, and where we measured a literal 0.000 before fixing it.
The contamination guard is the main feature
A held-out suite is worthless if the training mixture quietly contains the
same data under another name. tasksource calls it banking77, the Hub
also has PolyAI/banking77, mteb/banking77, legacy-datasets/banking77
and more.
So every task carries a holdout_of list naming every alias we could find,
manifest.json carries the union, and the matcher checks full names,
owner-stripped basenames and glob patterns rather than doing a set
intersection.
from openjev.heldout import assert_training_mixture_clean
assert_training_mixture_clean(mixture_names) # raises on a leak
This caught a real leak during development. It is not decoration.
Known limitations, stated up front
Two tasks have classes too small to learn. clinc_oos has 3 examples of
translate in 600, massive_intent has 1 of general_greet. Those classes
will be learned as "never predict this" and that is a property of the
sample, not the model.
civil_comments needs AUROC, not accuracy. The labels are crowd
majority votes on borderline political hostility, and a model can rank well
while putting every probability above 0.5, scoring exactly the class
balance. We measured AUROC 0.714 alongside accuracy 0.515 on the same
predictions. Report both or the task reads as a failure it is not.
Option descriptions carry weight, and can hurt. Descriptions that state
what distinguishes a label from its neighbours were worth about +5 accuracy
points on Banking77. Descriptions that restate the label name were worth
nothing (p = 0.75). On civil_comments, the original two noul descriptions
were worse than none at all, because they restate one judgement from
opposite sides and a model scoring both measures their overlap.
Format
Each task directory holds task.json (the schema) and train/dev/test.jsonl
(one example per line). Fully specified in
docs/dataset-format.md.
{"state": "how do I top up my card?", "answers": {"intent": "top_up_by_card"}, "meta": {"tier": "default"}}
Provenance and licences
Every task is a sample of a public dataset, named in its source.json and
in holdout_of. Built by scripts/build_heldout.py, which records source,
split, sampling seed and row lineage; verify with
scripts/verify_heldout_lineage.py.
| task | source |
|---|---|
banking77 |
PolyAI/banking77 |
clinc_oos |
clinc/clinc_oos |
massive_intent |
AmazonScience/massive |
ag_news |
fancyzhx/ag_news |
sst5 |
SetFit/sst5 |
civil_comments |
google/civil_comments |
helpsteer_helpfulness |
nvidia/HelpSteer |
The GitHub repository withholds the sst5 and ag_news rows and ships
only their schemas plus a rebuild command, because those two sources are
the ones whose terms we read as not clearly permitting redistribution. They
are included here for convenience with attribution above. If you are a
rightsholder and would prefer they were not, open a discussion on this repo
and they will be removed.
The option descriptions, the sampling, the contamination manifest and the assembly are ours, Apache 2.0. Every underlying dataset keeps its own licence and its own terms govern the rows.
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