Datasets:

snu-aidas
/

HVMap-dataset

Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
_id: string
text: string
dataset_alias: string
qrels_name: string
query_index: int64
domain: string
source_dataset: string
title: string
to
{'_id': Value('string'), 'title': Value('string'), 'text': Value('string'), 'source_dataset': Value('string'), 'domain': Value('string')}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1816, 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 2369, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              _id: string
              text: string
              dataset_alias: string
              qrels_name: string
              query_index: int64
              domain: string
              source_dataset: string
              title: string
              to
              {'_id': Value('string'), 'title': Value('string'), 'text': Value('string'), 'source_dataset': Value('string'), 'domain': Value('string')}
              because column names don't match
              
              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 1683, 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 1869, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

_id string	text string	source_dataset string	domain string
fin-3	I'm not saying I don't like the idea of on-the-job training too, but you can't expect the company to do that. Training workers is not their job - they're building software. Perhaps educational systems in the U.S. (or their students) should worry a little about getting marketable skills in exchange for their massive inv...	fiqa	finance
fin-31	So nothing preventing false ratings besides additional scrutiny from the market/investors, but there are some newer controls in place to prevent institutions from using them. Under the DFA banks can no longer solely rely on credit ratings as due diligence to buy a financial instrument, so that's a plus. The intent bein...	fiqa	finance
fin-56	You can never use a health FSA for individual health insurance premiums. Moreover, FSA plan sponsors can limit what they are will to reimburse. While you can't use a health FSA for premiums, you could previously use a 125 cafeteria plan to pay premiums, but it had to be a separate election from the health FSA. Howeve...	fiqa	finance
fin-59	Samsung created the LCD and other flat screen technology like OLED. a few years ago every flat screen came from Samsung factories and were reshelled. I think the 21 Hanns screen I am looking at now is Samsung and it is only a couple of years old. Samsung seem to be a good company.	fiqa	finance
fin-63	Here are the SEC requirements: The federal securities laws define the term accredited investor in Rule 501 of Regulation D as: a bank, insurance company, registered investment company, business development company, or small business investment company; an employee benefit plan, within the meaning of the Employee Reti...	fiqa	finance
fin-100	"Only relevant to those with fantasy economy teams. Seriously, Rand's fictional works never translate well into reality because, no matter how hard people try, that ""fiction"" element just can't be ignored. Test it yourself: Strip John Galt and his followers of everything they have which was created by or within the ...	fiqa	finance
fin-108	Futures contracts are a member of a larger class of financial assets called derivatives. Derivatives are called such because their payoffs depend on the price of other assets (financial or real). Other kinds of derivatives are call options, put options. Fixed income assets that mimic the behavior of derivatives are cal...	fiqa	finance
fin-125	This month when you join Scentsy you get a free defuser with your kit! This has never been done before. You also get spring / summer and Fall / Winter testers plus all your kit items! Be your own boss! You choose what hours you work, when and where you work them. Join my Scentsy family today! [Amanda C. Robar...	fiqa	finance
fin-132	Whenever you pay or withdraw some fund from your account, paypal takes approx 3% of the current currency value along with the fees. i.e. If you are paying/withdraw 100 unit of US Dollars to British pounds and if the current convertion rate is 1$=0.82GBP, then consider reducing 3% of the actual currency rate. So, the ap...	fiqa	finance
fin-138	So you asked him in 2010 how he was gong to compete with DVD rental distributors like Netflix (which is what Netflix primarily was at the time) and Lovefilm and you were surprised that he was he said they were going to continue to compete as a DVD rental distributor just like the mentioned competitors?	fiqa	finance
fin-158	In the US, I would say the risk is exactly the same. If your accounts are withing the FDIC amount (currently $250,000) your balance is 100% covered in case of a failure. You are giving up a larger network of ATMs in some cases. You are also perhaps giving up the number of branches you can visit, the hours the bank is...	fiqa	finance
fin-164	I don't know what the fee is, I just made up $5 as an example. It doesn't surprise me at all that Comcast is charging $20. I don't really mind that I don't have on demand, it doesn't bother me. But after the disaster that CableCards were, there was no chance that tru2way was going to work if the industry had any say i...	fiqa	finance
fin-178	"At any given moment, one can tally the numbers used for NAV. It's math, and little more. The Market Cap, which as you understand is a result of share value. Share value (stock price) is what the market will pay today for the shares. It's not only based on NAV today, but on future expectations. And expectations aren't ...	fiqa	finance
fin-180	Chinese suppliers can quote their price in CNY rather than USD (as has been typical), and thus avoid the exchange risk from US dollar volatility- the CNY has been generally appreciating so committing to receive payments in US dollars when their costs are in CNY means they are typically on the losing end of the equation...	fiqa	finance
fin-222	"I read the post. I read what they said about it. Yet, that part makes no sense. They keep talking about ""only avilable to members of the Florida Bar"" but stop and think about how that doesn't make sense. Are they in a florida court or in a federal court? Or an IP/administrative setting? Some thi...	fiqa	finance
fin-225	> monopoly > names 3 giant companies who compete with each other in almost every industry possible What happened to /economy :(. It used to be actual business minded people, now it's becoming another socialist echo chamber... Sad to see.	fiqa	finance
fin-239	What happens would depend on company culture. At the very least they could pass it on to their manager. Or maybe the company just pays support staff by number of answered emails in which case you get the quickest pre-canned answer they can provide. But the net effect is they will continue to lose to alternatives bec...	fiqa	finance
fin-264	We write them off as cheap knock offs because that's what they are. They are no match when they come up against the superior technology of the US and her allies - they are only a threat when these countries use them against their own people to stifle dissent.	fiqa	finance
fin-277	My super fund and I would say many other funds give you one free switch of strategies per year. Some suggest you should change from high growth option to a more balance option once you are say about 10 to 15 years from retirement, and then change to a more capital guaranteed option a few years from retirement. This is...	fiqa	finance
fin-288	"> You do realize that investors are protected from being sued right? Not usually, no. If the investor is a partner in the company then they're just as responsible for the debts of their business as any other partner. If they're just a capital investor with no interest in the company business then sure - you can't ...	fiqa	finance
fin-289	"So you're basically saying that average market fluctuations have an affect on individual stocks, because individual stocks are often priced in relation to the growth of the market as a whole? Also, what kinds of investments would be considered ""risk free"" in this nomenclature?"	fiqa	finance
fin-294	US government bonds are where money goes when the markets are turbulent and investors are fleeing from risk, and that applies even if the risk is a downgrade of the US credit rating, because there's simply nowhere else to put your money if you're in search of safety. Most AAA-rated governments have good credit ratings ...	fiqa	finance
fin-297	Nonsense. In places where people have most kids, it doesn't matter how expensive baby care products are because most babies are born where they aren't used nearly as much, or at all. Sure, making them more expensive will help having less children in the first world, but that would change squat WRT the total number.	fiqa	finance
fin-302	Either way the govt is going to get to a breaking point and it's going to be shitty and miserable until they get there (and obviously when they get there it will get worse before it gets better). This bond trade just prolongs the shitty/miserableness even longer. Who knows how many more people will die from govt sponso...	fiqa	finance
fin-316	Yeah, I instinctively knew that the Middle East probably wouldn't be it, even without knowing jack about finance. So, Europe-wise, we're looking at Frankfurt and London, then? As for Asia, what about Hong Kong? Given that it is already becoming a center for instrumentation between different financial systems and its ...	fiqa	finance
fin-330	"As long as the losing business is not considered ""passive activity"" or ""hobby"", then yes. Passive Activity is an activity where you do not have to actively do anything to generate income. For example - royalties or rentals. Hobby is an activity that doesn't generate profit. Generally, if your business doesn't cons...	fiqa	finance
fin-339	No no - Casual dining restaurants have a business model that is increasingly obsolete, and rather than trying to adapt to changing market conditions, they're just blaming those dang kids. Sorry, but it's the market - if your product is bad, you won't succeed. Blame the market all you want, but it won't make a shred of...	fiqa	finance
fin-343	The only reason I can think of would be if you were convinced that you couldn't hold on to your money. Treasury Bonds are often viewed as very safe investments, and often used in some situations where cash isn't appropriate.. Also, they typically have a somewhat patriotic theme, helping your country to grow. In additio...	fiqa	finance
fin-357	I'm in both markets and there are a lot of factors. Distribution costs in NY are ridiculously high. Different states have different generation mixes, access to fuel, different regulatory costs, different taxes, different availability of green/renewable energy as well as different mandates, different types of restruc...	fiqa	finance
fin-396	First, to answer the question. The benefit of a 401k is that you don't have to pay income tax on the money contributed nor do you pay capital gains tax on the money that accumulates. You get that with the restriction that you can't willy nilly remove and contribute money to the account (and you are taxed on withdrawa...	fiqa	finance
fin-402	"the truth from the 'horse mouth"" - and no he's NOT alt-right, as he's painted by political interests from all sides.... Well, updates and flashnews: 1. Google pontificating on diversity and women's equality: Sergei Brin divorced after cheating on his high achieving brilliant wife with a junior staffer. Guess who lef...	fiqa	finance
fin-412	The details of the 401(k) are critical to the decision. A high cost (the expenses charged within the) 401(k) - I would deposit only to the match, and I'd be sure to get the entire match offered. In which case, that $3000 might be good to have available if you start out with a tight budget. Low cost 401(k) w/match - a ...	fiqa	finance
fin-417	Depending on what state you live in in the United States, your Canadian brokerage may be able to sell products within the existing RRSP. I have an RRSP in Canada through TD Waterhouse and they infact just sent me a recent letter explaining that they are permitted to service my Canadian RRSP under the laws of Tennessee...	fiqa	finance
fin-425	Various networking Companies use 192.168.0.1 IP address to access their admin page. We solve issues related to this IP address such as 192.168.0.1 login my account issue, 192.168.0.1 the page cannot be displayed etc. Feel free to contact us through live chat window.	fiqa	finance
fin-433	It seems like their main problem is not hiring - clearly they've hired some bright technical people. It just seems like the iPhone and Android came along and management refused to admit that the new platforms were going to compete with the Blackberry and its ecosystem.	fiqa	finance
fin-438	Best job you could get was working for the government. Pension isn't as good now, but they still have one. And your healthcare is covered. Sacrifice some money while working to pay into those things. Won't be rich, but you'll be far from poor. And can live a satisfying life even if you are sole income for household...	fiqa	finance
fin-441	"Ya it definitely helps, however it's not a must. Being a good leader is more about getting the right team together than being a visionary in technology or something of that sort. I think understanding technology is on the ""wants"" side of the equation, not the ""needs"" for when it comes to a great CEO, that's why t...	fiqa	finance
fin-455	I was actually thinking of doing both, I already have a one sided card, I was thinking of doing an additional 2 sided, however, the single sided that I already have is more of a networking/advertising card that I post in random locations, and the new one will be my business contact card, maybe I will end up with three ...	fiqa	finance
fin-462	Hmmmm, 1 or 2, yeah, maybe they were not a good fit for one reason or another. but 5?? Really, you gotta start thinking that maybe, just maybe, there's a chance that's Trump's the problem. #justsayin' is all.	fiqa	finance
fin-470	"Based on the conversations in the comments, I believe a pragmatic solution would be the best immediate course of action, while still working on the long term addiction issues. The first step is to get your husband to agree to give you all of his credit cards and let you manage the money for a set period of time, say 3...	fiqa	finance
fin-475	"I just can't come around to calling it ""taking advantage of"" when the means to act on them was put into existence knowingly. It's like saying you took advantage of the highway by travelling at, and not less than, the posted speed limit."	fiqa	finance
fin-478	I suspect this is done at least in part in response to [this review by Edmunds](http://www.edmunds.com/tesla/model-s/2013/long-term-road-test/wrap-up.html) and a [similar one by Consumer Reports](http://www.consumerreports.org/cro/news/2014/08/consumer-reports-tesla-model-s-has-more-than-its-share-of-problems/index.htm...	fiqa	finance
fin-530	Public companies sometimes buy up all their shares in order to go private^(1). Is that the sort of thing you're talking about? If so, [this article](http://www.investopedia.com/articles/stocks/08/public-companies-privatize-go-private.asp) might be of interest to you. ^(1) Actually, most of the time, they partner wit...	fiqa	finance
fin-534	Nah I just don't believe anything I see on TV or read on the internet. Anyone can go onto www.imrightyourewrong.com and find whatever data supports they're argument. It's one big echo chamber and you're just some douchebag yankee squawking away behind his phone yammering about how dumb the rest of the world is and wond...	fiqa	finance
fin-536	Agreed, this article is crap. I have no problem with venture capitalists. They give you the oppurtunity to attian: the capital, the tools, the hardware/software, the knowledge systems, the networking and right talent to work with for your innovation. I'll take that and burn through their capital, than use my own capi...	fiqa	finance
fin-548	In order to do this, you would need to purchase an Amazon gift card from another online vendor that accepts PayPal and then use the Amazon gift card on the Amazon site. There are dozens (if not hundreds) of sites that sell Amazon gift cards online that accept PayPal.	fiqa	finance
fin-589	So does a post-dated check have any valid use in a business or personal transaction? Does it provide any financial or legal protections at all? Yes, most definitely. You're writing a future date on the check, not past, to ensure that the check will not be deposited before that day. Keep in mind that this may change...	fiqa	finance
fin-593	"Insurance companies on average make money by selling insurance, which means you lose money on average by dealing with them. The insurance is not gambling where the house always wins. This expression is literal in gambling, because that's how they set the odds. Insurance isn't necessarily similar. Example. Suppose th...	fiqa	finance
fin-617	"I think you should evaluate the value of these so-called ""penny auction"" websites very carefully. Going to a random site, madbid .com, (which is British with UK prices, but it works just the same with US prices) they claim that someone has bought an iPod Touch 64GB for £21.18. It is £249 directly from Apple. Sold f...	fiqa	finance
fin-628	I will be messaging you on [2017-10-06 17:57:23 UTC](http://www.wolframalpha.com/input/?i=2017-10-06 17:57:23 UTC To Local Time) to remind you of [this link.](https://www.reddit.com/r/finance/comments/7354iz/roku_ipo_stock_price_closes_up_67_on_first_day_of/dnolw5y) [3 OTHERS CLICKED THIS LINK](http://np.r...	fiqa	finance
fin-635	It is amazing to see the fantastic customer service offered by our carpet rug and upholstery cleaners who make sure that the customer pleased. If emergency cleaning need arises, they respond quickly. In Bermon Carpet Cleaning cleaners use only the safest environmentally friendly materials, biodegradable and non toxic c...	fiqa	finance
fin-640	Lol...going on a real tangent here, but why not. 1st: Do we send them aid? If so is it food, currency, or something else? Food MIGHT make sense as long as we are making sure it goes to people who are literally starving (and it doesn't get withheld by the government), currency would most likely not make sense because ...	fiqa	finance
fin-643	"This is the best tl;dr I could make, [original](https://www.richmondfed.org/publications/research/econ_focus/2016/q3-4/profession) reduced by 88%. (I'm a bot) ***** > A 2014 working paper by several German and Swiss researchers, &quot;Happiness of Economists,&quot; concluded on the basis of a large-scale su...	fiqa	finance
fin-645	"Well, the one variable you're forgetting is that we didn't have as much debt hanging over our heads as we do now. As I understand it, maintaining that conflict cost so much money, we're still paying for it today, the better part of a century later. Are you sure that the Federal government should undertake that level o...	fiqa	finance
fin-648	It becomes a different game when you allow penny and ultra cheap stocks. People make much less plays, because the price of the stock doesn't change hardly ever, and when it does change you can end up with people making 10x money over night, and when that happens they sell everything and just camp on their cash till th...	fiqa	finance
fin-654	I suppose that is true. If we take me anecdotally, i turn down down boring work. If I have some decent problems to solve, I perform. Payment isn't a factor. Though, I still don't want to take a job that pays less unless it is very interesting.	fiqa	finance
fin-662	I can only speak to natural gas but I imagine the answer for electricity is the same. In general, yes, it is better to lock into a fixed price contract as in the long run, natural gas prices increase over time. However, if you locked (signed a fixed price contract) in prior to the economic downturn, most likely you we...	fiqa	finance
fin-664	Calling banks 'evil' seems sensationalist. I think it's better to say that their reward-punishment tradeoff is skewed very heavily partly driven by governments being held hostage to fear of bank runs and other doomsday scenarios. Also, if you think about it, finance has never ever been a clean industry (and I say this...	fiqa	finance
fin-667	Sure, you're happy to trust Page or Zuckerberg to put money to good use. But sometimes bad managers burn through company resources, desperately trying to save their jobs. Great managers with long term visions deserve a long leash, but companies with bad management can sometimes be helped with outside discipline.	fiqa	finance
fin-680	So one approach would be purely mathematical: look at whichever has the higher interest rate and pay it first. Another approach is to ignore the math (since the interest savings difference between a mortgage and student loan is likely small anyways) and think about what your goals are. Do you like having a student loa...	fiqa	finance
fin-687	Why should the rich who buy more expensive homes be subisdized by those who pay less, or from those who rent? A person who buys a 500k home in a high property tax area wins twice. Once but having more tax breaks by being able to deduct more than your average working class person who buys a house at 250k and the second ...	fiqa	finance
fin-690	That's not how the world works. That's not how any of this works. They knew he didn't have a degree. You don't get recruited before you graduate because you're a useless expendable. He's going places. And they'll probably pay for him to finish his degree at some point. Either way, he's gonna be rich.	fiqa	finance
fin-692	If she lives by herself, my guess would be that she qualifies as a household of one. Either way, her monthly income is below the threshold, so she should be eligible. Per the linked website The only way to determine if your household is eligible for SNAP benefits is to apply. I'd say it's worth a try.	fiqa	finance
fin-703	It's impossible to be definite without knowing the details of your plans, so you should make sure you consult the providers. However there are some general principles: However all that is the general case, and yours might be different. So look up the rules of each plan.	fiqa	finance
fin-725	Preferred stock is traded on the market, so you can just buy it like any other. The symbol for a preferred stock is the ticker symbol followed by a dash and a letter for each class of preferred stock. Examples: Generally speaking, you should buy Preferred stock with the intention of holding onto it for at least a coup...	fiqa	finance
fin-738	Physical addiction also exists, which exists for pot. I'm sure some car accidents and other accidents have happened, so the drug may not kill you, but the effects can when used in high amounts. > The reality here is that people like yourself think you know things that you don't know. Pot is safe and very commonly...	fiqa	finance
fin-748	...is investing in a business you believe in a bad strategy? I'm not saying you're going to be right with your investment (obviously your judgment is coming into play), but you make it sound like it's a terrible way to do things. Is it?	fiqa	finance
fin-750	Before you even enroll in a good financial school, register for an account with a bank that allows you to manage a stock portfolio. I prefer TD Ameritrade. You do have to be 18 (Just register it under your parents, it doesn't matter. Just make sure they fill out the information portion. Get the SSN and tax info rig...	fiqa	finance
fin-751	If some one ever offers High returns and low risk they are either extremely stupid or scamming you. If they did find a high return low risk investment a smart person would buy it then repackage it as a low return low risk investment and then sell it to you. People would still buy and they would make a ton. Either the...	fiqa	finance
fin-752	kayaks on sale --Looking for top fishing kayaks or kayak accessories? Visit paddlerscove.com - your one stop shop featuring an exclusive selection of kayaks for sale, used ocean kayaks, and all related accessories. Get the best bargains on a comprehensive range of premium quality products.	fiqa	finance
fin-773	For the US government, they've just credited Person B with a Million USD and haven't gained anything (afterall, those digits are intangible and don't really have a value, IMO). Two flaws in this reasoning: The US government didn't do anything. The receiving bank credited the recipient. If the digits are intangible, suc...	fiqa	finance
fin-775	Big topic but I worry much more about who gets debt and who gets subsidies (bailouts) as those are both inefficient and unfair. -- one economist. Ps. I think the Fed should print $ and distribute per capita rather than do QE, which helps the rich more...	fiqa	finance
fin-780	Yes, this is common and a perfectly normal use of your ssn#. The trustees of the estate can get in a lot of trouble with the IRS if they disburse assets to you if you are subject to tax garnishment (i.e. you didn't pay your taxes)	fiqa	finance
fin-789	>When reading a publication, do you only pay for the pages you read? No, but many would consider this an innovative and wonderful pricing mechanism. >It's a package deal, not a rip-off. Similarly, many consider package deals like cable TV where you get a 1000 channels you don't want to pay for a rip-off.	fiqa	finance
fin-799	I already said there's no food safety concern. The issue is it's gross. So yes, as I said, it is just my opinion that I think it's icky. That's a perfectly reasonable cause to not eat something. I'm not suggesting it shouldn't be allowed. I'm suggesting it's reasonable that people don't want to eat it.	fiqa	finance
fin-800	"A warrant is similar to a call option (the right to buy stock at a certain price), with the difference that warrants are filled by the issuing company with new shares, diluting the existing shareholders' ownership. The language is a bit confusing, but how I interpret it is: So your 9,000 shares will get you 3,000 shar...	fiqa	finance
fin-802	It probably doesn't matter since your credit and your checking are at the same institution, but I don't like to let my credit auto draft my checking. I always do it the other way around (and keep them at different places) I feel like there is more control when my money is gone that way.	fiqa	finance
fin-803	> hat being said, I don't believe that a group of countries where several still have their royal and noble classes They're figureheads, period. > and the economy is a commodity driven market economy. You're taking Norway and applying it to the rest of the Nordic countries? I didn't realize all of them had oil...	fiqa	finance
fin-815	"I used to work for one of the three ratings agencies. Awhile ago. First: There are lots of different ratings. The bulk of ratings are for corporate debt and public finance. So senior debentures (fixed income) and General Obligations e.g. tax-free muni bonds, respectively. Ratings agencies are NOT paid by the investmen...	fiqa	finance
fin-863	And if it costed 50% more they wouldn't either. I bet you a majority of these people just want to save money on gas. I even thought about it, but its too ugly (the back) and the model S is too big for me.	fiqa	finance
fin-865	> Businesses aren't a charity - they pay for work and exist for profit. They aren't supposed to have feelings. So austerity and getting the most out of your employees causes the company to become lean and efficient. I agree. That's why I require that my employees sleep at the office so they don't waste time driving...	fiqa	finance
fin-878	Will there be a scenario in which I want to sell, but nobody wants to buy from me and I'm stuck at the brokerage website? Similarly, if nobody wants to sell their stocks, I will not be able to buy at all? Yes, that is entirely possible.	fiqa	finance
fin-879	Since you are only 16, you still have time to mature what you will do with your life, always keep your mind opend. If you are really passionated about investement : read 1 book every week about investement, read the website investopedia, financial time, know about macro economic be good a math in school, learning codin...	fiqa	finance
fin-886	I believe this argument is most often used when considering which debts to pay back first, or when there are other options available such as investment options, building up an emergency fund, or saving for a large purchase. In that case, it's simply justifying making minimum payments and paying more over the life of t...	fiqa	finance
fin-890	It's called competition. Reddit is funny, they love the electronic revolution when it comes to music, games, TV, piracy, etc. but hate that it will doom bookstores. The sword cuts both ways. Maybe independent bookstores time has come. (when I say reddit, I am talking in general terms)	fiqa	finance
fin-902	Name one nation state that has survived more than 20 minutes without taxation. People won't pay if they don't have to, things don't get built if people don't pay. Take a holiday to Somalia if you want to see a libertarian paradise in action.	fiqa	finance
fin-915	I think what's screwing up my calculation is the (reL), return on equity levereged figure. The beta for KORS apparently is -0.58, so when I use the formula reL = rf + (ßL)(rm - rf), I get -0.0048 as my reL. Am I doing my beta wrong? Am I supposed to use a different figure for my beta? ALSO, further in the process,...	fiqa	finance
fin-920	"> This is horse shit. You're citing liberal propaganda as fact. ""Cited as the anti scientist president."" By whom? Just liberals with their dress over their heads. Did you say ""By whom?""?? Have you been living under a rock? And, even then, do you not know how to google? Nearly every science oriented magazin...	fiqa	finance
fin-933	Vikasmarg.com offers huge list of products and services to avail as well as buy. The portal is very user-friendly and anyone can use it easily. Free classified ads section has made us the most popular portal on the web. Post free classified ads in variety of listings such as office supplies, event management, house cle...	fiqa	finance
fin-958	">I am not forgetting anything. You don't seem to get a broadcasting is media and part of media. Like I said they are a media company. No different from saying Time Warner is a media company or Disney. It's dishonest to equate a purely digital media entity to a broadcaster. Completely different tier—just not favor...	fiqa	finance
fin-962	"If the value of these hard assets is significant you probably have them insured, and for significant art work you should have had them appraised as part of getting them insured. Therefore the process of adding them into the net worth calculation would be trivial. Your goals should be a mix of liquid assets, and asset...	fiqa	finance
fin-984	That is your bill because the services were performed for you. You still can negotiate with the doctor however. Suggest that while you aren't willing to pay the full share, you will pay the negotiated amount he would have actually gotten from the insurance company (or some fraction thereof). Doc did make a mistake,...	fiqa	finance
fin-985	Definitely, check if they are regulated by the Finnish financial regulatory board. Google FIN-FSA regulation. It can also be that they are regulated off-shore, no matter just find it out. Besides try to find the terms of you're contract, if cant find ask the broker to point out. Wonder what will happen, following this ...	fiqa	finance
fin-991	"The question asked in your last paragraph (what's the downside) is answered simply; if you take out a loan and close the cards, that's a ding on your score because your leverage ratio on this portion of your credit jumps to 100% or more, and because you'll be reducing the average age of your lines of credit (one line ...	fiqa	finance
fin-994	"I could keep a couple of cows fed for weeks with all that straw. But seriously, we could come up with hypotheticals all day about why we should do nothing. ""I've got mine!"" is cheap and feels good to say. But like anything else that's cheap and feels good, gently tutting at the life choices of imaginary millennia...	fiqa	finance
fin-995	"So I guess Morgan & Stanley was talking out of its ass when it was like all ""Buy Buy Buy"" So I guess Morgan & Stanley must have quite a nice exposure, since they won't be selling since nobody is buying huh? Leverage baby?"	fiqa	finance
fin-996	Bitcoin is backed by math and the ability to exist in a trustless state. That has value. I don't need to care about double spends, or worry about Quantative Easing. That has value. I can push transactions at my leisure over the network, sending money worldwide without needing a third party. That has value. Soon, high...	fiqa	finance
fin-1001	"Not necessarily. The abbreviation ""ESOP"" is ambiguous. There are at least 8 variations I know of: You'll find references on Google to each of those, some more than others. For fun you can even substitute the word ""Executive"" for ""Employee"" and I'm sure you'll find more. Really. So you may be mistaken about t...	fiqa	finance
fin-1011	"You will be filing the exact same form you've been filing until now (I hope...) which is called form 1040. Attached to it, you'll add a ""Schedule C"" form and ""Schedule SE"" form. Keep in mind the potential effect of the tax and totalization treaties the US has with the UK which may affect your filings. I suggest yo...	fiqa	finance
fin-1034	"What you are describing is a very specific case of the more general principle of how dividend payments work. Broadly speaking, if you own common shares in a corporation, you are a part owner of that corporation; you have the right to a % of all of that corporation's assets. The value in having that right is ultimately...	fiqa	finance

End of preview.

HVMap Dataset

HVMap Dataset is a BEIR/MTEB-style text-retrieval benchmark package for federated vector retrieval across heterogeneous vector databases. It contains the retrieval corpus, mixed-domain queries, and qrels used by the HVMap cross-domain benchmark described in Federated Vector Retrieval across Heterogeneous VectorDBs.

Repository Layout

Path	Description
`data/corpus/*.jsonl`	Search corpus shards derived from FIQA, BioASQ, SciDocs, and SciFact.
`data/queries/*.jsonl`	Mixed-domain benchmark queries. `queries.jsonl` is the combined 2,000-query file.
`data/qrels/*.jsonl`	Qrels in JSONL form. `qrels.jsonl` is the combined qrels file.
`data/qrels/*.tsv`	BEIR/TREC-style qrels with header `query-id corpus-id score`.
`metadata/dataset_manifest.json`	Counts, source-corpus metadata, and validation summary.

Corpus

The corpus uses retrieval-standard fields:

Field	Description
`_id`	Corpus document id. IDs are prefixed by domain, for example `fin-`, `bio-`, or `sci-`.
`title`	Source title, empty when not provided by the upstream corpus.
`text`	Searchable document text.
`source_dataset`	Local source dataset name: `fiqa`, `bioasq`, `scidocs`, or `scifact`.
`domain`	`finance`, `biomedical`, or `science`.

Corpus size:

Source dataset	Domain	Documents
`fiqa`	finance	57,638
`bioasq`	biomedical	40,221
`scidocs`	science	25,657
`scifact`	science	5,183
Total		128,699

Upstream metadata fields that are not needed for retrieval are not included in the corpus JSONL; the corpus is normalized to id/title/text plus source/domain fields.

Queries and Qrels

The benchmark contains 2,000 mixed-domain queries:

Dataset alias	Qrels source	Queries	Qrels rows
`fin_bio`	`fin_bio_qrels.pickle`	500	2,960
`bio_sci`	`bio_sci_qrels.pickle`	500	2,786
`fin_sci`	`fin_sci_qrels.pickle`	500	2,706
`fin_bio_sci`	`fin_bio_sci_qrels.pickle`	500	4,414
Total		2,000	12,866

The qrels files use binary score values. Each query-document link from the source qrels is represented with score = 1.

Qrels JSONL fields:

Field	Description
`qrel_id`	Stable row id in the form `{query_id}:{document_index}`.
`query_id`	Query id used in this package, such as `fin_bio:0000`.
`corpus_id`	Corpus document id matching the `_id` field in `data/corpus/*.jsonl`.
`score`	Binary qrels score.
`dataset_alias`	Mixed-domain dataset alias.
`qrels_name`	Source qrels pickle filename.
`query_index`	Zero-based query index within the source qrels file.
`document_index`	Zero-based linked-document position within that query.

Loading

Load the full benchmark:

from datasets import load_dataset

dataset = load_dataset("snu-aidas/HVMap-dataset", "all")
corpus = dataset["corpus"]
queries = dataset["queries"]
qrels = dataset["qrels"]

Load only one mixed-domain benchmark subset:

fin_bio = load_dataset("snu-aidas/HVMap-dataset", "fin_bio")
fin_bio_corpus = fin_bio["corpus"]
fin_bio_queries = fin_bio["queries"]
fin_bio_qrels = fin_bio["qrels"]

Available mixed-domain configs:

fin_bio: finance + biomedical corpus, fin_bio queries/qrels
bio_sci: biomedical + science corpus, bio_sci queries/qrels
fin_sci: finance + science corpus, fin_sci queries/qrels
fin_bio_sci: finance + biomedical + science corpus, fin_bio_sci queries/qrels

Load only a domain corpus:

finance = load_dataset("snu-aidas/HVMap-dataset", "finance", split="corpus")
biomedical = load_dataset("snu-aidas/HVMap-dataset", "biomedical", split="corpus")
science = load_dataset("snu-aidas/HVMap-dataset", "science", split="corpus")

The science config reads both scidocs and scifact corpus shards. The underlying files remain separate in the repository.

Load only combined queries or qrels:

queries = load_dataset("snu-aidas/HVMap-dataset", "queries", split="queries")
qrels = load_dataset("snu-aidas/HVMap-dataset", "qrels", split="qrels")

For BEIR-style evaluation, download data/corpus/*.jsonl, data/queries/queries.jsonl, and data/qrels/qrels.tsv. The TSV qrels files use the conventional query-id, corpus-id, score header.

Source Data and Licenses

This dataset contains mixed third-party source text. The repository metadata therefore uses license: other; users must comply with the applicable upstream licenses and attribution requirements.

Upstream source	Domain role	License metadata
`BeIR/fiqa`	Financial	`cc-by-sa-4.0`
`rag-datasets/rag-mini-bioasq`	Biomedical	`cc-by-2.5`
`BeIR/scidocs`	Scientific	`cc-by-sa-4.0`
`BeIR/scifact`	Scientific	`cc-by-sa-4.0`

The HVMap mixed-domain queries and qrels packaging are project-generated. The embedded source corpus text remains subject to upstream dataset licenses.

Validation

Cross-Domain Benchmark Validation

Validation consists of a human relevance assessment and two independent LLM-based consistency checks. For the human assessment, 100 queries were randomly sampled from each of the four cross-domain settings, yielding 400 queries and 2,564 associated query-document pairs. Three authors independently judged whether each document was relevant to its corresponding query.

Validation source	# Queries	# Pairs	Relevant ratio
Annotator 1	400	2,564	99.0%
Annotator 2	400	2,564	98.8%
Annotator 3	400	2,564	98.3%
Mean pairwise agreement: 99.1%; Fleiss’ κ: 0.64
Claude Opus 4.8	2,000	12,866	94.5%
Codex GPT-5.5	2,000	12,866	93.3%

The human judgments yielded a mean pairwise agreement of 99.1% and a Fleiss’ κ of 0.64; the difference from the raw agreement reflects the highly imbalanced label distribution. As a secondary full-benchmark consistency check, Claude Opus 4.8 (max reasoning effort) and Codex GPT-5.5 (extra-high reasoning effort) independently judged all 12,866 query-document pairs across 2,000 queries. They judged 94.5% and 93.3% of the pairs as relevant, respectively.

Corpus and Qrels Integrity

Before packaging, every qrels-linked corpus_id was checked against the normalized corpus IDs included in this release.

Corpus document IDs are unique: 128,699 unique IDs.
All qrels-linked document IDs are present in the corpus.
Missing qrels document count: 0.
Qrels rows: 12,866.

Intended Use

This dataset is intended for research on text retrieval, text ranking, federated vector retrieval, heterogeneous vectorDB federation, cross-domain retrieval, and benchmark construction.

Limitations

The qrels use binary scores.
Some upstream corpus records have empty text fields in the local source corpus. These records are retained to preserve corpus id compatibility.
The corpus is normalized for retrieval and omits heavy upstream metadata that is not required for retrieval experiments.

Citation

If you use this dataset, cite the HVMap paper and the upstream corpora listed above. A formal BibTeX entry can be added once the HVMap paper metadata is finalized.

Downloads last month: 3