SetFit with thenlper/gte-large

This is a SetFit model trained on the PolyAI/banking77 dataset that can be used for Text Classification. This SetFit model uses thenlper/gte-large as the Sentence Transformer embedding model. A LogisticRegression instance is used for classification.

The model has been trained using an efficient few-shot learning technique that involves:

Fine-tuning a Sentence Transformer with contrastive learning.
Training a classification head with features from the fine-tuned Sentence Transformer.

Model Details

Model Description

Model Type: SetFit
Sentence Transformer body: thenlper/gte-large
Classification head: a LogisticRegression instance
Maximum Sequence Length: 512 tokens
Number of Classes: 77 classes
Training Dataset: PolyAI/banking77

Model Sources

Repository: SetFit on GitHub
Paper: Efficient Few-Shot Learning Without Prompts
Blogpost: SetFit: Efficient Few-Shot Learning Without Prompts

Model Labels

Label	Examples
11	'I am still waiting on my card?' "What can I do if my card still hasn't arrived after 2 weeks?" 'I have been waiting over a week. Is the card still coming?'
13	'My card has been found. Is there any way for me to put it back into the app?' 'I was able to find my card. How to I go about putting it into my app?' 'how do I get my card to show in the app?'
32	'What is my money worth in other countries?' 'Will my money be of equal value when I travel abroad?' 'Do you know the rate of exchange?'
17	'Last Saturday, I was charged extra for the exchange rate on my payment. Is something wrong?' 'Hi, I am disappointed to see such a bad exchange rate and hope you can assist me. Would you be able to confirm the official interbank exchange rate for me?' "I think the currency exchange that's been applied is wrong."
34	'Why is there an extra fee on my statement?' 'Why did they charge me an extra $1?' 'Why is there a 1 euro fee on my statement?'
46	'I would like to know why a withdraw I made for some cash shows up as pending.' 'Why is my cash withdrawal still showing as pending?' 'I have the cash already, my account still shows up as pending. How can my account be still pending?'
36	'How many different currencies can I hold money in?' 'Do you allow currency exchanges?' 'How many currencies can I have money in in my account?'
12	'Can it specifically be delivered on a certain date?' 'I need to get my card quickly' 'When can I expect my card? I live in the US.'
4	'Can I add money automatically to my account while traveling?' 'i need help finding the auto top up option.' 'What are the maximum amount you can do for auto top-up?'
14	"I can't use my card because it is not working." "I can't seem to be able to use my card" "My card isn't working at all, I need assistance. It's really frustrating."
33	'Can I change from AUD to GBP?' 'I need to exchange between different currencies, like GBP and USD. Can I do that with your app?' 'How can I change to another currency?'
41	'Has there been any activity on my card today?' 'I lost my wallet and all my cards were in it.' "I'm panicking! I lost my card! Help!"
1	'I want to open an account for my children' 'How old do you need to be to use the banks services?' 'Whats the minimum age to have an account'
49	'I have exceeded the number of PIN attempts' 'I mistook my pin and now I am locked. Can you unlock me?' 'Please help me unblock my pin which I put the wrong one too many times.'
23	'Should i uninstall the app before i try it again?' 'How come when I tried to pay contactless at the bus it didnt work?' 'Why is my contactless not working?'
56	'Is there a top up fee for transfer?' 'Will there be a charge for topping up by account with a SEPA transfer?' 'What are the charges for receiving a SEPA transfer?'
47	'How long does a top-up take to go through?' 'I am under the impression that my top up is still pending' 'How long will it take for my money to be deposited?'
8	'Cancel a transaction' 'Am I able to cancel a transfer I just made' "I needed to make a payment on my account, but I typed in the incorrect number. The app won't allow me to cancel this transaction. I need it cancelled ASAP!!"
60	'What is the max amount of top-ups?' 'Are top-ups unlimited?' 'Can I increase my top-up maximum?'
75	'Why did I only receive a partial amount of what I tried to withdraw?' 'my atm transaction was wrong' 'why did i only get 20.00'
15	'There was a fee charged when I paid with my card.' 'I received a fee I should not have.' 'Why am I being a charged for using my card?'
66	'I am worried that too much time has gone by for a transfer to be completed.' 'What is the time frame that it usually takes for a transfer to come through? I have a friend needing it immediately but it has yet to come through.' "My money transaction can't be seen by the person I sent it to"
54	'How do I use American express to top up my account?' 'Which currencies do you accept for adding money?' 'Is my credit card supported for top-ups?'
40	'I would like to order a virtual card, where can I get one?' 'I need to order a new virtual card, how do I do that?' 'How can I sign up for a virtual card?'
10	"Is there anywhere I can't use my card?" 'In which stores can I shop with this card?' 'How do I know where I can use my card?'
61	'My top up did not show up as shown and my money has disappeared, can you help me fix this glitch problem?' 'Has my top-up been cancelled?' "I topped up recently and saw the money go through, but now it's just gone? What's going on"
6	'Why is my last cheque deposit taking so long?' 'I am still waiting for a the cash I deposited this morning' "I tried using a check to update my balance, but it isn't work? Is something wrong?"
16	"There's a payment with my card that I didn't perform. I don't know that name shown." 'My statement indicates I made a payment to an unfamiliar merchant.' "There's a payment with my card that I definitely didn't do myself, never seen that name before."
30	'I am interested in changing my personal details.' 'I am here to change my adress.' "I'd like to make some changes to my personal information."
74	'Why do you have an identity check?' 'I do not feel comfortable verifying my identity.' 'Why on earth do you need so much personal id info from me?'
68	'Can you help me with proving my identity?' 'What proof do you need for my identification?' "Are there any reasons that my identity wouldn't be accepted even though everything I've provided is factual?"
38	"I'm not sure what to do about the PIN, because I don't have one yet." 'Is my PIN sent separably?' 'Where can I get my card PIN?'
73	'Is there a way I can have a mastercard?' 'is it just visa or can i also use mastercard?' 'I do not want a VISA card.'
62	'My money I had was gone and I could not get gas!' 'i can not see my top up' "I can't see my top up in my wallet!"
29	'Do the disposable cards have any restrictions on them?' 'How many times can I use a virtual card?' 'A friend was telling me about her disposable cards. What would I have to do to be able to get that feature?'
22	'I think someone is using my card without my permission!' 'What do I do if I detect fraudulent use on my car?' "I think my account has been hacked there are charges on there I don't recognize."
3	'I can use this card at which ATMs?' 'Can I use the card at any cash machine?' 'What locations can I get money from?'
28	'Hi, i found a large amount payment in my old statements which i am sure was not made by me. I am aware that the time has passed but is there a way to raise a dispute for this payment now?' 'what is the word?' 'Please help my find out why there is an odd direct debit in my records.'
44	"Help me! I don't know what my password is." 'I thought I knew my password but I guess I was wrong, what can I do now?' 'I am unable to access my app due to forgetting my passcode.'
26	'I tried to withdraw cash and got declined, why is that?' 'Why was I declined when I tried to get my money?' 'I could not access my money at the ATM'
45	'What does it mean when a payment is pending?' 'Could you please tell me why my purchases from this morning say payment is pending?' 'The purchase I made is still pending.'
42	'My phone was stolen, what should I do first?' 'My phone was stolen, what should I do?' 'I lost my phone, what should I do?'
52	'How long does it take to get a refund on something I bought?' 'Please tell me how to get a refund for something I bought.' 'Can i cancel this purchase?'
27	"Transfer unable to be completed, states 'declined'" 'Why was my transfer request decline?' 'My transfer was rejected'
51	"I don't see my refund money yet in my account. I asked the merchant a while ago for a refund, so I don't know what's taking so long. Can you look into it and see if the money is there, just not in my account yet?" 'Why am I missing my refund' 'Please help me. I am still waiting on a refund.'
25	"I'm not sure why my card didn't work" 'My card is not working at stores.' 'Do you know why my card payment has been declined?'
48	'i put in money for vacation and its not showing. i need that money today, how long will it take' "I can't figure out why a transfer is still pending?" "Transfers can take up to one day to process before departing for the beneficiary accounts. Please confirm that you've entered your account details correctly. SEPA transfers can take up to two working days, while SWIFT transfers can take up to five working days."
55	'How do I deactivate my account?' 'Remove my account immediately.' 'Are you able to delete my account?'
18	'What do I do if the ATM took my card?' 'What do I do now my credit card has been swallowed by the ATM?' "An ATM machine didn't give me back my card."
63	'A transaction shows duplicate times.' 'There is a repeat charge for the same item' 'How can I fix this? There is a double charge on my account.'
70	'where exactly does money come from' 'Where did my money come from?' 'Can I check to see where the funds came from?'
67	'How long am I to wait before the transfer gets to my account?' 'Will the transfer show up in my account soon?' 'What time will a transfer from the US take?'
53	'I wanted to purchase something online but the payment was returned back to me. This has been going on for a couple of weeks. Please tell me what is going on here?' 'I tried to use my debit card, but the payment did not work.' 'Hi, I had an issue with my card payment and It shows on my account that my payment went through. Then I got contacted from the seller saying "they did not receive my payment" then the payment was returned to my account. so I would like to see why it did that please.'
21	'Is it possible for me to change my PIN number?' 'What are the steps to change my PIN to something else?' 'In what way can I change my PIN and where do I need to be?'
7	'is there something blocking me from making transfers' 'What are the reasons for my beneficiary not being allowed?' 'Is there something wrong with the transferring functions? I keep trying to transfer funds and only get an error message.'
64	"I was transferring some money to a friend, which I thought would be free, but I see there is a charge. What's up with that?" 'There is a fee for a transfer, please explain that to me.' "I didn't know there was a charge for tranferring. What is the charge?"
50	'Can my salary be received here?' 'How can my boss pay me directly to the card?' 'Salary in GBP has been received. Does it need to be configured into another place?'
35	'What is happening? I have tried to transfer money 5x already. Is the system down? This shouldnt be happening as this is a basic transfer.' 'Is there a reason that my transfer failed?' "Why didn't my transfer complete?"
65	'I want to transfer money. How do I do that for my account?' 'How do I transfer money into my account?' 'How can I link my bank to my top up account?'
71	'Do you know how I can verify that I did a top-up to my card?' 'where is the code for verifying the top up card?' 'The top-up card is verified how?'
39	'Are extra charges added for sending out additional cards?' "I'd like to order an additional card" 'I want some extra physical cards.'
58	'Help me please, I need to top up cash.' 'Do you have any options to top up with a cheque on my account?' 'Is there somewhere I can send a check to add to my account?'
43	'How much does it cost for a physical card?' 'Where can the cards be delivered?' 'What do i do to get a physical card?'
72	"Why isn't my disposable virtual card working?" 'Can I use my virtual card to complete transactions for memberships?' "Why won't my virtual card work?"
76	'The wrong exchange rate was applied to me while pulling out cash.' 'I got less cash because of the exchange rate.' 'Why is the fee for taking money out so high? I feel I was overcharged and I would have never used this ATM if I would have known ahead of time.'
37	'What do you use disposable cards on?' 'How do I get a disposable virtual card as well?' 'I want a disposable virtual card, how do I do that?'
59	'I think my top-up has failed.' 'Top-up is not working' 'My top up is not working'
5	'help my money isnt showing up' 'how do i see what i transferred' "Hello. Can you help figure out why the recent transfer from my UK bank account isn't showing up?"
20	"I looked on the app and it says I withdrew cash. I didn't!" "I didn't withdraw the amount of cash that is showing up in the app." 'I saw on the app that a cash withdrawal was completed on my account; however, I did not complete it.'
31	'How much is the exchange fee?' 'Are there any hidden extra fees for currency exchanges?' 'If I exchange currencies on a frequent basis can I receive a discount?'
57	'What is the charge for using a Top up card in the US?' 'What is the fee for topping up a US card?' 'What fees are charged when I top up'
0	"Please help me with my card. It won't activate." 'I tired but an unable to activate my card.' 'I want to start using my card.'
19	'Why is there a charge when I took out money?' 'Why have I been charged a fee for cash withdrawal?' 'I made a cash withdrawl and there is a charge. What is this?'
9	'Are there any express fees if i want my new card faster?' 'Do I need to do something to get a new card once it expires?' 'I am overseas in China, can I get a replacement card?'
2	'Hi, I have an apple watch. How do I use it to top up my card?' 'Can I use google pay to top up?' 'why top up is not working even if I got my American Express in Apple Bay?'
69	'What do you require for identity verification?' 'How can I prove I am me?' 'I need to verify my identity. How do I do that?'
24	'Which countries are you available in?' 'Where are you cards supported?' 'How do I get a card if I live in the US?'

Evaluation

Metrics

Label	Accuracy
all	0.9286

Uses

Direct Use for Inference

First install the SetFit library:

pip install setfit

Then you can load this model and run inference.

from setfit import SetFitModel

# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("HarshalBhg/gte-large-setfit-train-b77-test3")
# Run inference
preds = model("I made a transfer and am still waiting.")

Training Details

Training Set Metrics

Training set	Min	Median	Max
Word count	2	12.0100	83

Label	Training Sample Count
0	159
1	110
2	126
3	87
4	127
5	171
6	181
7	156
8	157
9	129
10	59
11	153
12	112
13	139
14	112
15	187
16	168
17	167
18	61
19	177
20	160
21	122
22	86
23	35
24	129
25	153
26	173
27	133
28	182
29	121
30	121
31	121
32	112
33	118
34	166
35	137
36	126
37	97
38	106
39	129
40	98
41	82
42	121
43	120
44	105
45	159
46	143
47	149
48	148
49	115
50	95
51	162
52	169
53	161
54	129
55	108
56	111
57	114
58	114
59	145
60	97
61	146
62	103
63	175
64	172
65	113
66	171
67	128
68	102
69	104
70	113
71	126
72	41
73	135
74	121
75	180
76	163

Training Hyperparameters

batch_size: (16, 16)
num_epochs: (1, 1)
max_steps: -1
sampling_strategy: oversampling
num_iterations: 20
body_learning_rate: (2e-05, 1e-05)
head_learning_rate: 0.01
loss: CosineSimilarityLoss
distance_metric: cosine_distance
margin: 0.25
end_to_end: False
use_amp: False
warmup_proportion: 0.1
seed: 42
eval_max_steps: -1
load_best_model_at_end: False

Training Results

Epoch	Step	Training Loss	Validation Loss
0.0000	1	0.3308	-
0.0020	50	0.3355	-
0.0040	100	0.2973	-
0.0060	150	0.2882	-
0.0080	200	0.2114	-
0.0100	250	0.1366	-
0.0120	300	0.1641	-
0.0140	350	0.0941	-
0.0160	400	0.0899	-
0.0180	450	0.0607	-
0.0200	500	0.0672	-
0.0220	550	0.0454	-
0.0240	600	0.0983	-
0.0260	650	0.0877	-
0.0280	700	0.0937	-
0.0300	750	0.0625	-
0.0320	800	0.1028	-
0.0340	850	0.0244	-
0.0360	900	0.042	-
0.0380	950	0.0804	-
0.0400	1000	0.0163	-
0.0420	1050	0.0203	-
0.0440	1100	0.0835	-
0.0460	1150	0.0467	-
0.0480	1200	0.046	-
0.0500	1250	0.0275	-
0.0520	1300	0.0179	-
0.0540	1350	0.022	-
0.0560	1400	0.0617	-
0.0580	1450	0.0167	-
0.0600	1500	0.0182	-
0.0620	1550	0.0768	-
0.0640	1600	0.0807	-
0.0660	1650	0.0248	-
0.0680	1700	0.0283	-
0.0700	1750	0.0835	-
0.0720	1800	0.0073	-
0.0740	1850	0.0043	-
0.0760	1900	0.0569	-
0.0780	1950	0.062	-
0.0800	2000	0.0228	-
0.0820	2050	0.0493	-
0.0840	2100	0.0139	-
0.0860	2150	0.0524	-
0.0880	2200	0.0054	-
0.0900	2250	0.045	-
0.0920	2300	0.0304	-
0.0940	2350	0.0688	-
0.0960	2400	0.0372	-
0.0980	2450	0.0111	-
0.1000	2500	0.0068	-
0.1020	2550	0.0087	-
0.1040	2600	0.0032	-
0.1060	2650	0.0416	-
0.1080	2700	0.0172	-
0.1100	2750	0.0931	-
0.1120	2800	0.038	-
0.1140	2850	0.0342	-
0.1160	2900	0.0089	-
0.1180	2950	0.0064	-
0.1200	3000	0.0105	-
0.1220	3050	0.0026	-
0.1240	3100	0.0059	-
0.1260	3150	0.0028	-
0.1280	3200	0.0255	-
0.1300	3250	0.031	-
0.1320	3300	0.0017	-
0.1340	3350	0.0018	-
0.1360	3400	0.0033	-
0.1380	3450	0.0416	-
0.1400	3500	0.0283	-
0.1420	3550	0.0024	-
0.1440	3600	0.0029	-
0.1460	3650	0.0483	-
0.1480	3700	0.0057	-
0.1500	3750	0.0054	-
0.1520	3800	0.0254	-
0.1540	3850	0.0142	-
0.1560	3900	0.0448	-
0.1579	3950	0.0499	-
0.1599	4000	0.0021	-
0.1619	4050	0.0302	-
0.1639	4100	0.0115	-
0.1659	4150	0.0934	-
0.1679	4200	0.0083	-
0.1699	4250	0.002	-
0.1719	4300	0.0009	-
0.1739	4350	0.0015	-
0.1759	4400	0.007	-
0.1779	4450	0.0255	-
0.1799	4500	0.0057	-
0.1819	4550	0.0154	-
0.1839	4600	0.0018	-
0.1859	4650	0.0233	-
0.1879	4700	0.0368	-
0.1899	4750	0.001	-
0.1919	4800	0.0102	-
0.1939	4850	0.0051	-
0.1959	4900	0.0007	-
0.1979	4950	0.0176	-
0.1999	5000	0.0622	-
0.2019	5050	0.0161	-
0.2039	5100	0.0352	-
0.2059	5150	0.0614	-
0.2079	5200	0.0035	-
0.2099	5250	0.0045	-
0.2119	5300	0.0128	-
0.2139	5350	0.0012	-
0.2159	5400	0.0063	-
0.2179	5450	0.0602	-
0.2199	5500	0.0336	-
0.2219	5550	0.0018	-
0.2239	5600	0.0007	-
0.2259	5650	0.0142	-
0.2279	5700	0.001	-
0.2299	5750	0.0008	-
0.2319	5800	0.0018	-
0.2339	5850	0.0506	-
0.2359	5900	0.0026	-
0.2379	5950	0.0005	-
0.2399	6000	0.0014	-
0.2419	6050	0.0054	-
0.2439	6100	0.0297	-
0.2459	6150	0.0067	-
0.2479	6200	0.0331	-
0.2499	6250	0.0003	-
0.2519	6300	0.0068	-
0.2539	6350	0.0044	-
0.2559	6400	0.0124	-
0.2579	6450	0.0023	-
0.2599	6500	0.0007	-
0.2619	6550	0.0209	-
0.2639	6600	0.0009	-
0.2659	6650	0.0006	-
0.2679	6700	0.0018	-
0.2699	6750	0.0086	-
0.2719	6800	0.0005	-
0.2739	6850	0.0012	-
0.2759	6900	0.0081	-
0.2779	6950	0.0008	-
0.2799	7000	0.0013	-
0.2819	7050	0.0024	-
0.2839	7100	0.0024	-
0.2859	7150	0.0049	-
0.2879	7200	0.003	-
0.2899	7250	0.0015	-
0.2919	7300	0.0006	-
0.2939	7350	0.0568	-
0.2959	7400	0.0014	-
0.2979	7450	0.0017	-
0.2999	7500	0.0005	-
0.3019	7550	0.0056	-
0.3039	7600	0.0014	-
0.3059	7650	0.0013	-
0.3079	7700	0.0027	-
0.3099	7750	0.0027	-
0.3119	7800	0.0017	-
0.3139	7850	0.0308	-
0.3159	7900	0.0007	-
0.3179	7950	0.0026	-
0.3199	8000	0.0025	-
0.3219	8050	0.0005	-
0.3239	8100	0.0005	-
0.3259	8150	0.001	-
0.3279	8200	0.0049	-
0.3299	8250	0.0008	-
0.3319	8300	0.0019	-
0.3339	8350	0.0005	-
0.3359	8400	0.0022	-
0.3379	8450	0.001	-
0.3399	8500	0.0227	-
0.3419	8550	0.0006	-
0.3439	8600	0.0004	-
0.3459	8650	0.0002	-
0.3479	8700	0.0005	-
0.3499	8750	0.0009	-
0.3519	8800	0.001	-
0.3539	8850	0.0011	-
0.3559	8900	0.0011	-
0.3579	8950	0.0002	-
0.3599	9000	0.0845	-
0.3619	9050	0.002	-
0.3639	9100	0.003	-
0.3659	9150	0.0224	-
0.3679	9200	0.0023	-
0.3699	9250	0.0014	-
0.3719	9300	0.0018	-
0.3739	9350	0.0006	-
0.3759	9400	0.0015	-
0.3779	9450	0.0008	-
0.3799	9500	0.0019	-
0.3819	9550	0.0005	-
0.3839	9600	0.0474	-
0.3859	9650	0.0042	-
0.3879	9700	0.0032	-
0.3899	9750	0.0279	-
0.3919	9800	0.0011	-
0.3939	9850	0.003	-
0.3959	9900	0.0007	-
0.3979	9950	0.0016	-
0.3999	10000	0.0006	-
0.4019	10050	0.0011	-
0.4039	10100	0.0332	-
0.4059	10150	0.0006	-
0.4079	10200	0.0005	-
0.4099	10250	0.0009	-
0.4119	10300	0.0004	-
0.4139	10350	0.0006	-
0.4159	10400	0.0033	-
0.4179	10450	0.0011	-
0.4199	10500	0.0013	-
0.4219	10550	0.0004	-
0.4239	10600	0.0057	-
0.4259	10650	0.0038	-
0.4279	10700	0.0009	-
0.4299	10750	0.0018	-
0.4319	10800	0.0354	-
0.4339	10850	0.0007	-
0.4359	10900	0.0275	-
0.4379	10950	0.0007	-
0.4399	11000	0.0608	-
0.4419	11050	0.0008	-
0.4439	11100	0.0012	-
0.4459	11150	0.001	-
0.4479	11200	0.0029	-
0.4499	11250	0.0005	-
0.4519	11300	0.0003	-
0.4539	11350	0.0009	-
0.4559	11400	0.0002	-
0.4579	11450	0.0024	-
0.4599	11500	0.0022	-
0.4619	11550	0.0006	-
0.4639	11600	0.0018	-
0.4659	11650	0.0534	-
0.4679	11700	0.0005	-
0.4698	11750	0.0004	-
0.4718	11800	0.047	-
0.4738	11850	0.0021	-
0.4758	11900	0.0004	-
0.4778	11950	0.0006	-
0.4798	12000	0.0003	-
0.4818	12050	0.0049	-
0.4838	12100	0.0005	-
0.4858	12150	0.0003	-
0.4878	12200	0.0025	-
0.4898	12250	0.0011	-
0.4918	12300	0.0005	-
0.4938	12350	0.0064	-
0.4958	12400	0.0062	-
0.4978	12450	0.0046	-
0.4998	12500	0.0005	-
0.5018	12550	0.0003	-
0.5038	12600	0.0527	-
0.5058	12650	0.0013	-
0.5078	12700	0.0008	-
0.5098	12750	0.0003	-
0.5118	12800	0.0003	-
0.5138	12850	0.0004	-
0.5158	12900	0.0562	-
0.5178	12950	0.0003	-
0.5198	13000	0.0006	-
0.5218	13050	0.0009	-
0.5238	13100	0.0038	-
0.5258	13150	0.0006	-
0.5278	13200	0.0222	-
0.5298	13250	0.0003	-
0.5318	13300	0.0005	-
0.5338	13350	0.0003	-
0.5358	13400	0.0006	-
0.5378	13450	0.0003	-
0.5398	13500	0.0534	-
0.5418	13550	0.0005	-
0.5438	13600	0.001	-
0.5458	13650	0.0004	-
0.5478	13700	0.0008	-
0.5498	13750	0.0034	-
0.5518	13800	0.0018	-
0.5538	13850	0.0077	-
0.5558	13900	0.0003	-
0.5578	13950	0.0005	-
0.5598	14000	0.0012	-
0.5618	14050	0.0557	-
0.5638	14100	0.0015	-
0.5658	14150	0.0006	-
0.5678	14200	0.0005	-
0.5698	14250	0.0016	-
0.5718	14300	0.0007	-
0.5738	14350	0.0005	-
0.5758	14400	0.0006	-
0.5778	14450	0.0004	-
0.5798	14500	0.0021	-
0.5818	14550	0.0029	-
0.5838	14600	0.0025	-
0.5858	14650	0.0002	-
0.5878	14700	0.0164	-
0.5898	14750	0.0005	-
0.5918	14800	0.0026	-
0.5938	14850	0.0005	-
0.5958	14900	0.0003	-
0.5978	14950	0.0003	-
0.5998	15000	0.0003	-
0.6018	15050	0.0472	-
0.6038	15100	0.0004	-
0.6058	15150	0.0001	-
0.6078	15200	0.0005	-
0.6098	15250	0.0081	-
0.6118	15300	0.0561	-
0.6138	15350	0.0007	-
0.6158	15400	0.0028	-
0.6178	15450	0.0003	-
0.6198	15500	0.0006	-
0.6218	15550	0.0005	-
0.6238	15600	0.0003	-
0.6258	15650	0.0005	-
0.6278	15700	0.062	-
0.6298	15750	0.0002	-
0.6318	15800	0.0564	-
0.6338	15850	0.0576	-
0.6358	15900	0.0013	-
0.6378	15950	0.0026	-
0.6398	16000	0.0003	-
0.6418	16050	0.0013	-
0.6438	16100	0.0058	-
0.6458	16150	0.0554	-
0.6478	16200	0.0045	-
0.6498	16250	0.0011	-
0.6518	16300	0.0002	-
0.6538	16350	0.0063	-
0.6558	16400	0.0002	-
0.6578	16450	0.0006	-
0.6598	16500	0.0003	-
0.6618	16550	0.0003	-
0.6638	16600	0.0012	-
0.6658	16650	0.0003	-
0.6678	16700	0.0015	-
0.6698	16750	0.0004	-
0.6718	16800	0.0004	-
0.6738	16850	0.0005	-
0.6758	16900	0.0002	-
0.6778	16950	0.0004	-
0.6798	17000	0.0114	-
0.6818	17050	0.0004	-
0.6838	17100	0.0003	-
0.6858	17150	0.0007	-
0.6878	17200	0.0005	-
0.6898	17250	0.0022	-
0.6918	17300	0.0002	-
0.6938	17350	0.0002	-
0.6958	17400	0.0576	-
0.6978	17450	0.0002	-
0.6998	17500	0.0003	-
0.7018	17550	0.0005	-
0.7038	17600	0.0007	-
0.7058	17650	0.0002	-
0.7078	17700	0.0006	-
0.7098	17750	0.0003	-
0.7118	17800	0.0003	-
0.7138	17850	0.0002	-
0.7158	17900	0.0002	-
0.7178	17950	0.0263	-
0.7198	18000	0.0003	-
0.7218	18050	0.0003	-
0.7238	18100	0.0002	-
0.7258	18150	0.0007	-
0.7278	18200	0.0009	-
0.7298	18250	0.0002	-
0.7318	18300	0.0002	-
0.7338	18350	0.0004	-
0.7358	18400	0.0003	-
0.7378	18450	0.0002	-
0.7398	18500	0.0005	-
0.7418	18550	0.0002	-
0.7438	18600	0.0011	-
0.7458	18650	0.0005	-
0.7478	18700	0.0196	-
0.7498	18750	0.0003	-
0.7518	18800	0.0382	-
0.7538	18850	0.003	-
0.7558	18900	0.0003	-
0.7578	18950	0.0002	-
0.7598	19000	0.0002	-
0.7618	19050	0.0009	-
0.7638	19100	0.0002	-
0.7658	19150	0.0002	-
0.7678	19200	0.0002	-
0.7698	19250	0.0002	-
0.7718	19300	0.0002	-
0.7738	19350	0.0006	-
0.7758	19400	0.0003	-
0.7778	19450	0.0004	-
0.7798	19500	0.0002	-
0.7817	19550	0.0008	-
0.7837	19600	0.0002	-
0.7857	19650	0.0004	-
0.7877	19700	0.0002	-
0.7897	19750	0.0001	-
0.7917	19800	0.0027	-
0.7937	19850	0.0002	-
0.7957	19900	0.0006	-
0.7977	19950	0.0002	-
0.7997	20000	0.0003	-
0.8017	20050	0.1162	-
0.8037	20100	0.0056	-
0.8057	20150	0.0004	-
0.8077	20200	0.0021	-
0.8097	20250	0.0002	-
0.8117	20300	0.0002	-
0.8137	20350	0.0004	-
0.8157	20400	0.001	-
0.8177	20450	0.0005	-
0.8197	20500	0.0061	-
0.8217	20550	0.0002	-
0.8237	20600	0.0013	-
0.8257	20650	0.0007	-
0.8277	20700	0.0001	-
0.8297	20750	0.0006	-
0.8317	20800	0.0007	-
0.8337	20850	0.0007	-
0.8357	20900	0.0019	-
0.8377	20950	0.0001	-
0.8397	21000	0.0003	-
0.8417	21050	0.0002	-
0.8437	21100	0.0005	-
0.8457	21150	0.0001	-
0.8477	21200	0.0006	-
0.8497	21250	0.0002	-
0.8517	21300	0.0006	-
0.8537	21350	0.0008	-
0.8557	21400	0.0007	-
0.8577	21450	0.0007	-
0.8597	21500	0.0002	-
0.8617	21550	0.0002	-
0.8637	21600	0.0003	-
0.8657	21650	0.0003	-
0.8677	21700	0.0002	-
0.8697	21750	0.0002	-
0.8717	21800	0.0002	-
0.8737	21850	0.0015	-
0.8757	21900	0.0003	-
0.8777	21950	0.0013	-
0.8797	22000	0.0002	-
0.8817	22050	0.0004	-
0.8837	22100	0.0002	-
0.8857	22150	0.0097	-
0.8877	22200	0.0002	-
0.8897	22250	0.0003	-
0.8917	22300	0.0002	-
0.8937	22350	0.0002	-
0.8957	22400	0.0002	-
0.8977	22450	0.0002	-
0.8997	22500	0.0002	-
0.9017	22550	0.0002	-
0.9037	22600	0.0011	-
0.9057	22650	0.0003	-
0.9077	22700	0.0003	-
0.9097	22750	0.0004	-
0.9117	22800	0.0002	-
0.9137	22850	0.0001	-
0.9157	22900	0.0006	-
0.9177	22950	0.0002	-
0.9197	23000	0.0004	-
0.9217	23050	0.0002	-
0.9237	23100	0.0002	-
0.9257	23150	0.0003	-
0.9277	23200	0.0034	-
0.9297	23250	0.0003	-
0.9317	23300	0.0486	-
0.9337	23350	0.0015	-
0.9357	23400	0.0007	-
0.9377	23450	0.0002	-
0.9397	23500	0.0004	-
0.9417	23550	0.0003	-
0.9437	23600	0.0597	-
0.9457	23650	0.0559	-
0.9477	23700	0.0003	-
0.9497	23750	0.0009	-
0.9517	23800	0.0008	-
0.9537	23850	0.0001	-
0.9557	23900	0.0006	-
0.9577	23950	0.0002	-
0.9597	24000	0.0001	-
0.9617	24050	0.0003	-
0.9637	24100	0.0001	-
0.9657	24150	0.0002	-
0.9677	24200	0.0002	-
0.9697	24250	0.0003	-
0.9717	24300	0.0001	-
0.9737	24350	0.0001	-
0.9757	24400	0.0003	-
0.9777	24450	0.0005	-
0.9797	24500	0.0003	-
0.9817	24550	0.0026	-
0.9837	24600	0.0003	-
0.9857	24650	0.0001	-
0.9877	24700	0.0003	-
0.9897	24750	0.0003	-
0.9917	24800	0.0001	-
0.9937	24850	0.0002	-
0.9957	24900	0.0002	-
0.9977	24950	0.002	-
0.9997	25000	0.0002	-

Framework Versions

Python: 3.10.12
SetFit: 1.0.1
Sentence Transformers: 2.2.2
Transformers: 4.35.2
PyTorch: 2.1.0+cu121
Datasets: 2.15.0
Tokenizers: 0.15.0

Citation

BibTeX

@article{https://doi.org/10.48550/arxiv.2209.11055,
    doi = {10.48550/ARXIV.2209.11055},
    url = {https://arxiv.org/abs/2209.11055},
    author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
    keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
    title = {Efficient Few-Shot Learning Without Prompts},
    publisher = {arXiv},
    year = {2022},
    copyright = {Creative Commons Attribution 4.0 International}
}

HarshalBhg
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gte-large-setfit-train-b77-test3