SetFit with sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2

This is a SetFit model that can be used for Text Classification. This SetFit model uses sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2 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: sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2
Classification head: a LogisticRegression instance
Maximum Sequence Length: 128 tokens
Number of Classes: 150 classes

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
34	'what ingredients are in antipasto salad' 'what does it take to make buttermilk pancakes' 'what stuff do you dump in an omelette'
12	'is there enough money in my bank of hawaii for vacation' 'is there enough money in my discover account for a vacation' 'what is is the details of my bank account'
36	"what's the nutrient info for a donut" "what's the nutrient make up of a plate of spaghetti" 'can you show me the nutrition facts for grapes'
55	'tell me any events scheduled on my calendar for april 15' 'tell me what is on my calendar for april 1' 'do i have any appointments on tuesday'
32	'check and confirm reservations at ruth chris for carol lee' 'can you confirm my reservation for steve at olive garden' 'i really need you to confirm my reservation for kevin at red robin'
20	'what should i do if my card is lost' 'what do i do if i lost my card' 'i need to report that my card is lost'
77	'i need to let my bank know i am visiting asia soon' 'i need to let my bank know i am traveling to chicago' "alert my bank and let them know that i'm travelling to switzerland"
2	"what's bank of america's routing number" "i need to know what my wife's account's routing number is" 'would you tell me my routing number'
93	"could you tell me today's date" "what's the date tomorrow" "i'd like to know the date tomorrow"
19	'i want to keep my credit from going down, how do i do this' 'will doing this hurt my credit score' 'my credit is going down what should i do'
146	'could you connect to my phone, please' 'unsync my phone now please' 'please link with my phone'
75	'how do i jump start a fiat' 'how do i jump my car' 'i need instructions on how to jump start my car'
119	'i want to switch to direct deposit' 'how do i set up direct deposit to my chase account' 'help me set up direct deposit to my bank of hawaii checking account'
136	'i want you to adjust your speaking to be faster' "i can't understand you because of how rapidly you're speaking" 'please speak slower'
18	'my card got scratched badly, can you tell my bank to send a replacement' 'i need to report a bent card' 'i cut up the wrong card, please contact the bank and let them know'
98	'i need you to help me with some math if you can' 'what is three quarters of one sixth' 'what is the square root of 10294'
90	'id like a rental car in denver colorado between january 1st and january 3rd and id like a ford if possible' 'is it possible to rent a car from new york on 3/2/19 to 3/5/19' 'i want to rent a car in boston for march 2 until march 4'
33	'is that restaurant crowded during dinner' 'how busy is orchids at 7' 'check to see how long of a wait i would be facing if i go to outback steakhouse'
105	'text robert and tell him winter is coming' 'text robby hello' 'text someone'
121	'who is responsible for who you are' 'who developed your actions' 'what created you'
14	'i would like to see the transactions i made last week' 'what was the last thing i purchased' 'can you show me the transactions that were made last night at the restaurant'
6	'i think my account is block but i am not sure why' 'why is my bank account blocking me' 'help me please, my account is blocked'
13	'how much did i spend on gas the past month' 'how much did i spend last week' 'where did all my money go this month'
130	"i'm grateful" 'good job with assisting me' 'thank you very much for the assistance'
80	'would i need to get a visa to go to ireland' 'do i need a visa for germany' 'do i need to bring a visa when i go to canada next month'
26	'how many points are on my gold card' "i have how many tier credits on my caesar's card" 'i need to find out the rewards points i have left on my american express card'
5	'how can i pay my bill' 'can you help me pay my phone bill' 'please go ahead and make my student loan payment'
65	'is any traffic on my route to work' 'is there traffic on bramble lane' 'what will traffic be like at 5:00 going towards the mall'
111	'when will my paycheck be available' 'my next payday' 'when do i get paid again'
95	'allow my son to see my gps coordinates' 'tell bill and craig where i am' 'share location with bill'
104	'roll die' 'please roll the 10 sided dice' "i'd like you to roll dice"
30	'does my usaa card have international transaction fees' 'does the national card have international transactions fees and how much' 'i would like to know if there are any fees for using my capital one card in london, england'
73	'tell me the fuel type used by my car' 'what sort of fuel does this car take' 'what gas does my car use'
22	'please see if you can increase my credit limit to one thousand dollars' 'tell me if i can get a higher limit on my visa' 'can i up my credit limit to $1000'
150	"i'm pretty sure it could be either" "i don't know the answer to that" 'i dont have an answer for that'
60	'what temp is the ac at' 'turn lights on in the garage' 'can you please dim the lights'
4	'whats the due date for z bill' 'do you know when my next electric bill is due' 'i would like to know when the bill is due'
41	'list me some good vietnamese restaurants in new york city' 'which restaurants in reno are good for sushi' 'what are the best restaurants'
133	'am i speaking with someone real' 'am i talking to an actual person' 'are you a bot or a person'
120	"i need to know how many days so far i've taken off" 'how many of my paid days off have i used' 'how many times have i taken off from work this year'
40	'what kind of mexican meal should i get' 'what peruvian dish should i make' "i'm looking for italian food suggestions"
125	'what kind of hobbies do you have' 'what kind of activities do you enjoy' "what do you do when you're not working, for fun"
79	'i need to know the status of my alaska air flight' 'how long until my flight is here' 'could you tell me the status of my frontier flight'
116	'can you put in a pto request for me from march 1-7' 'what do i do to request a vacation' 'i would like to make a pto request for july 17th and 18th'
149	'restore your factory settings, please' 'return to default settings' 'go ahead and go back to the original settings'
88	'make a reservation to stay in cali from november 11 to 15' 'is there anything available in new york city from april 2 through april 8' 'find me a hotel in seattle with great reviews'
140	'make the speakers louder' 'lower volume' 'please increase your speaker volume'
84	'is there a travel alert for that country' 'are there any alerts for traveling in belize' 'i am going to australia and want to be notified of any travel alerts'
101	'flip a quarter' 'i need you to flip a coin so i can make a choice' 'please flip a coin for me, tails i win'
50	'i need a reminder set for signing up for the conference' 'set reminder to feed cat tonight at 6pm' 'remind me to use the bathroom'
139	'that would be true' 'that will be true' 'uh huh'
110	'when is my meeting with roger' 'let me know every meeting i have scheduled today' 'do i have any meetings with michael today'
118	'i need you to schedule a meeting with bob brown at noon the day after tomorrow' 'a meeting needs to be schedule and i need to know how' 'set a meeting with tom for 5:30 tomorrow'
45	'does stanleys take brunch reservations' 'does marios in brooklyn take reservations' 'do they take reservations at olive garden'
69	'how many miles per gallon does this car get in the city' 'how many miles per gallon do i get in my car' 'what is my average mpg in this car'
63	'i want to learn to change oil' 'how do i switch out my oil' 'how do i change my oil with the correct type'
138	'shh please speak with a whisper' 'stop using the whisper mode' 'i need you to use your whisper voice'
106	'i need you to let me know what the status of my day off request is' 'tell me the status of my day off request' 'i need status on that vacation request'
128	'where did you live prior to living here' 'where did you live previously' 'what place were you created in'
123	'are you self employed' 'you work for whom' 'i need to know who is your boss'
44	'how long do you bake a cake' 'i need the cooking length for a turkey' 'how long should this be in the oven'
102	'i need help spelling superficial' "tell me how many a's are in magical" 'how do i spell ambitious'
132	'will you tell a joke' 'do you have any jokes' "tell me a joke if you'd like to"
141	'that would be a no' "that's a negative" 'i gotta say no'
74	'how often do you change your tires' 'when will my tires need to be replaced' 'when should i replace my tires next if i last replaced them on july 15th'
10	'i want seventy bucks transferred from b of a to chase' 'i want to transfer funds between accounts' 'could you transfer $x from saving to checking'
83	"what's the funnest thing for a tourist to do in iceland" 'what fun is there to do in england' 'where is the best winery in the south of france'
92	'i need alarms set for 6am and 615am' 'schedule an alarm' 'please set a reminder for me'
87	'compare prices for flights from recife to miami leaving may 20 returning june 5' 'i need to get from jfk to dallas with united for under $500' 'help me find a roundtrip flight for may 7th through the 20th from pittsburgh to chicago'
82	"what's the currency conversion between rubles and pounds" 'how does 10 pounds convert to euros' 'how much cad can i get with my one usd'
29	'help me get an american express card' 'i need to apply for a bank of america travel rewards credit card' 'what if you want to obtain a new credit card'
56	'can you play the next song on this playlist, please' 'i want to listen to another song' 'play the next musical number'
8	"what's the minimum required payment on my visa card" 'minimum to pay on power bill' 'what is the lowest amount i can pay for my cable bill'
78	'how do you say goodbye in spanish' 'translate hello to french' 'how would you say can i borrow five dollars in portuguese'
64	'schedule an uber for 3 to go to the airport' 'i need an uber for 3 passengers to go to madison square garden' 'i will need an uber for 2 people to get to philadelphia'
91	'what can you tell me about miami weather' 'what are the weather conditions in seattle' 'is it hot outside'
134	'how old is al' 'could you tell me when you were born' "what's your age siri"
54	'do you want me to shop for peanut butter' 'what things are on my shopping list' "what's on the shopping list"
39	"i would like you to secure a 4:30 pm reservation for five people at morton's steakhouse" "i need a reservation at 8 on the 22nd of november at ruth's" 'i want to have a table for 2 at the broadmore around 6'
1	"i'd like to put a freeze on my bank account" 'how can i stop transactions on my account' 'turn off my account'
43	'can i use a green pepper instead of a red pepper' 'can i substitute apple juice for wine' 'can i swap coconut milk for condensed milk'
16	'if i order a new card how long would it take' 'how long until i get a replacement card' 'how long is the shipping for my replacement card'
31	'is there a time limit on leaving pork in the fridge' 'how long will chicken last in the freezer' 'jello should stay in the fridge for how long'
148	'i need to change your name, do you have a new name that you like' 'from now, your new name will be lord vader' 'i want to start calling you bob'
47	'play music by the beatles' 'music please' "go ahead and play the song that goes like hey jude don't make it bad"
99	'tell me what the word bounty means' 'what is stupedous meant' 'tell me the meaning of alternative'
53	'i need to add this song to my playlist of rock' 'please add someday by the strokes to my playlist' "will you add what i'm listening to to my work playlist"
58	'let me know whether folding laundry is on my to do list' 'please remind me of the tasks on my to do list' 'how many items are on my todo list'
131	'how are things going' "howdy, what's new" "tell me how you've been"
85	'which shots do i need to get before i go to africa next week' "if i'm going to africa, do i need some shots first" 'do i need some shots, if i am traveling to china'
46	'can you get me the name of this song' 'can you give me the name of this tune' 'what track am i listening to'
17	'please let me know when i need to renew my credit card' 'what is the validity of my credit card' 'what is the expiration date on my visa card'
48	'take watering the plants off of my to do list' 'make sure my to do list is completely clear please' 'please get rid off everything on my to do list'
117	'where can i get the employment document that i need to do my taxes, please' 'can i get my w-2 online' 'where can i obtain a w2 form'
37	'please search for a chocolate fudge brownies recipe' 'can you find me a recipe for coffee cakes' 'how do you make benedict arnold'
68	'do i have enough fuel to make it to the theater' 'how much total gas do i have' 'what level is my gas at'
113	'do you know anything about my income' 'how much am i getting back from work' "what're my wages for the week"
109	'tell me the name of my insurance plan' 'what benefits are available with my insurance' 'what kind of insurance plan am i enrolled in'
103	'can you tell me the current time' 'i want to know what time it is' 'now what is the time'
51	'i got to remove fishing from my calendar for soccer' 'add my spa appointment on the 12th to my calendar' 'make sure to add to my calendar the staff meeting for march 1 at 10 am'
76	'what plug types are there in cuba' 'how do i know what the outlets are like' 'what plug type is used in spain'
145	'cancel that last thing' "never mind, don't do that" 'can you end the task'
38	'is mcdonalds a good place to eat' "does wendy's have good reviews" 'tell me the reviews for chipotle'
71	"what's the quickest way to a bank" 'where is the closest walmart to boise, idaho' 'would you give me directions to the closest starbucks restaurant'
61	'what country and city am i in' 'can you locate me on a map' 'i need to know my current gps coordinates'
27	'i need to know what the latest is with my application for a visa credit card' 'tell me if my application has been processed yet, i signed up for a credit card recently' 'how is my application on new credit card going'
62	"when's my next oil change due" 'i need to know when my oil should be changed' 'when will i need another oil change'
3	'set up a new pin number on my college fund account and make it be 1234' 'i have no idea what the pin is for my checking account' 'help me change my pin number'
126	'lets fin out some fun facts about humans' 'what is a fun fact about mt everest' 'please tell me an interesting tidbit about the roman empire'
144	'can i get you to talk like a pouty english guy' 'set to female voice' 'i want your accent changed to the male british one'
129	'it was nice to talk it out with you' 'i enjoyed talking to you' 'adios ai'
23	'hey siri, tell me the apr on my disney visa' 'i need the apr on my visa card' "what's the apr on my amex card"
28	'whats my credit rating' 'can you reveal my credit score' 'i would love to know my credit score'
107	'can you tell me what the next holiday is' 'i need to know when the next holiday is' 'how soon until the next holiday'
94	'please locate my phone' 'i have misplaced my phone' 'please find my phone'
35	'do you know how many calories are in a single chicken breast' 'look up the calories in an apple' 'what is the calorie look like in apples'
112	'help me calculate my federal tax bill' 'how much am i going to have to pay in taxes to the state' 'tell me what the tax amount is'
49	'do i have any reminders to look up how to properly do a potato in my microwave' 'check my reminders for mop and floor' 'please read all the items on my reminder list'
72	'please tell me when the last time was that my car was in the shop' 'when was my most recent oil change' 'when did i take my car to the mechanic'
21	'my card was malfunctioning and was returned to me' "bloomingdale's declined my card and i'd like to know why" 'can you explain why my card was declined'
66	'do my tires seem too low on air' 'how much air is in my tires' 'do i need to fill my tires'
86	'i think my luggage has been lost' 'i need assistance with my lost luggage, i was on american airlines ab123 out of talahasse' 'i lost my luggage, what now'
122	'does life have a meaning' 'i wanna know the point of life' 'can you figure out the meaning of life'
52	'can you see if my order was delivered' 'has my order arrived yet' 'check up on the status of my online order'
42	"i no longer need a table for four at chili's" 'cancel my 8:00 pm prime rib reservation' 'joe and i are to cancel the reservation at zephers now'
143	'one more time please' 'would you repeat that, please' "i couldn't hear you, can you repeat it"
11	"i'd like to get some more checkbooks mailed to me, if i can" 'please show me how to order more checks for my savings account' "if i can, i'd like to get some more checkbooks mailed to me"
142	'can i change your language' 'let me talk to you in greek' 'can you speak to me in french'
7	'i need the interest rate on my capital one account' 'how do i know the interest rate for my signature account' 'i need to know the interest rate on my bank of america cd account'
24	'i want to redeem points on my chase card, but how' 'can you check with my credit card company and see if i can redeem my points' 'i would like to redeem my credit card reward points'
147	'you can just speak to me as jim' 'the name i go by is sandy' "i'd rather have you call be ray ray"
97	'can you redial the last number dialed' 'call tom' 'i am going to call the landlord'
25	'what is my spending limit on my mastercard' 'how much can i spend wth my visa' 'what is the max on my credit limit'
9	'do you know how much i owe on my cable bill' 'i need to know my bill total for my verizon payment due this month' 'what is the total for my utilities bill this month'
67	'i am in need of an oil change, set an appointment' 'i need to schedule car maintenance' 'my car needs maintenance prepared'
89	'i need to know the carry-on restrictions for united airlines' 'can you look up the carry-on restrictions for delta' 'if i fly on virgin to chicago, how many carry ons can i take'
135	'what questions do you respond to' 'i would like to know the types of subjects are you familiar with' 'what can i ask you, ai'
59	'add eggs to my shopping list and remove cheese' 'go ahead and erase cashews from my list, and add walnuts to it, please' 'i want you to remove shampoo from my shopping list'
115	'can you explain to me what type of vacation days i have still' 'how many vacation days do i have saved up, please' "what's my vacation day total"
57	"i'm short on flour so place an order for me" 'i need everything on my shopping list' 'can you order more chapstick i am all out'
124	'to what animal species do your pets belong' 'why types of animals do you currently have as pets' 'what are your pets'
96	'set timer for 5 minutes' 'create a timer for me' "let's get a timer going for 10 minutes"
100	'how many ounces in a gallon' 'how many cups make a gallon' 'how many ounces are in a cup'
137	'can you tell me my name' 'what would you like to call me' 'how do you usually refer to me'
108	'what do i do for new insurance' 'help me figure out getting new insurance' 'help me find a new auto insurance policy'
127	'what name should i use when i call you' 'please tell me your name' 'do you have a way you like to be referred to'
81	"what's the timezone for san diego" 'which timezone is colombia' 'what timezone would i be in if i traveled to moscow'
114	'since i got a new job, i need help with my 401k rollover' 'how do i rollover my 401k after i got a new job' 'i just got a new job and need help transferring my 401k'
15	'i must report fraudulent activity on my debit' 'what steps do i take if there is a transaction that i do not recognize on my navy federal credit union account' 'so i made a fraudulent transaction'
70	'is the ride short to the airport in la' "if i'm trying to get to heinz field, how long would it take by bus" 'utilizing an automobile known as a bus, how long will it take to get to detroit'

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("huiyeong/setfit-clinc150-neg")
# Run inference
preds = model("do americans need visas in canada")

Training Details

Training Set Metrics

Training set	Min	Median	Max
Word count	1	8.3237	28

Label	Training Sample Count
1	124
2	121
3	124
4	121
5	114
6	119
7	124
8	117
9	123
10	125
11	123
12	115
13	125
14	118
15	117
16	122
17	119
18	119
19	121
20	117
21	123
22	121
23	119
24	122
25	118
26	116
27	126
28	118
29	113
30	118
31	120
32	122
33	130
34	121
35	122
36	121
37	125
38	115
39	118
40	127
41	127
42	115
43	120
44	116
45	124
46	119
47	128
48	117
49	119
50	115
51	127
52	113
53	118
54	115
55	119
56	120
57	124
58	112
59	123
60	123
61	121
62	115
63	111
64	118
65	123
66	121
67	122
68	114
69	121
70	116
71	116
72	118
73	128
74	126
75	116
76	120
77	124
78	119
79	117
80	126
81	124
82	123
83	125
84	124
85	120
86	127
87	125
88	121
89	117
90	121
91	121
92	129
93	121
94	130
95	118
96	122
97	122
98	117
99	120
100	120
101	121
102	121
103	121
104	114
105	122
106	123
107	116
108	113
109	117
110	120
111	121
112	114
113	119
114	120
115	117
116	117
117	121
118	122
119	116
120	129
121	116
122	118
123	119
124	119
125	116
126	119
127	115
128	119
129	114
130	115
131	119
132	121
133	118
134	117
135	118
136	114
137	116
138	117
139	117
140	113
141	119
142	118
143	119
144	116
145	118
146	119
147	113
148	123
149	121
150	126

Training Hyperparameters

batch_size: (16, 16)
num_epochs: (5, 5)
max_steps: -1
sampling_strategy: oversampling
num_iterations: 5
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
l2_weight: 0.01
seed: 42
eval_max_steps: -1
load_best_model_at_end: False

Training Results

Epoch	Step	Training Loss	Validation Loss
0.0001	1	0.1815	-
0.0045	50	0.1421	-
0.0089	100	0.1417	-
0.0134	150	0.1453	-
0.0178	200	0.132	-
0.0223	250	0.1309	-
0.0267	300	0.1296	-
0.0312	350	0.1166	-
0.0356	400	0.1265	-
0.0401	450	0.116	-
0.0445	500	0.1063	-
0.0490	550	0.1039	-
0.0534	600	0.0933	-
0.0579	650	0.1033	-
0.0623	700	0.1099	-
0.0668	750	0.1013	-
0.0712	800	0.0943	-
0.0757	850	0.0863	-
0.0801	900	0.0852	-
0.0846	950	0.0883	-
0.0890	1000	0.0946	-
0.0935	1050	0.0793	-
0.0979	1100	0.0871	-
0.1024	1150	0.0851	-
0.1068	1200	0.0756	-
0.1113	1250	0.0719	-
0.1157	1300	0.078	-
0.1202	1350	0.0728	-
0.1246	1400	0.0644	-
0.1291	1450	0.0755	-
0.1335	1500	0.0686	-
0.1380	1550	0.0701	-
0.1424	1600	0.0736	-
0.1469	1650	0.0674	-
0.1513	1700	0.0645	-
0.1558	1750	0.0589	-
0.1602	1800	0.0655	-
0.1647	1850	0.0623	-
0.1691	1900	0.0659	-
0.1736	1950	0.0607	-
0.1780	2000	0.0565	-
0.1825	2050	0.0548	-
0.1869	2100	0.063	-
0.1914	2150	0.0554	-
0.1959	2200	0.0549	-
0.2003	2250	0.0533	-
0.2048	2300	0.0511	-
0.2092	2350	0.0573	-
0.2137	2400	0.0496	-
0.2181	2450	0.0585	-
0.2226	2500	0.0526	-
0.2270	2550	0.0534	-
0.2315	2600	0.0472	-
0.2359	2650	0.0476	-
0.2404	2700	0.0472	-
0.2448	2750	0.0524	-
0.2493	2800	0.0371	-
0.2537	2850	0.0456	-
0.2582	2900	0.0454	-
0.2626	2950	0.0438	-
0.2671	3000	0.0428	-
0.2715	3050	0.0411	-
0.2760	3100	0.0439	-
0.2804	3150	0.0465	-
0.2849	3200	0.0447	-
0.2893	3250	0.039	-
0.2938	3300	0.0407	-
0.2982	3350	0.0441	-
0.3027	3400	0.0329	-
0.3071	3450	0.0426	-
0.3116	3500	0.0398	-
0.3160	3550	0.0388	-
0.3205	3600	0.0435	-
0.3249	3650	0.0372	-
0.3294	3700	0.0364	-
0.3338	3750	0.0361	-
0.3383	3800	0.0355	-
0.3427	3850	0.0438	-
0.3472	3900	0.0322	-
0.3516	3950	0.0297	-
0.3561	4000	0.0425	-
0.3605	4050	0.0333	-
0.3650	4100	0.0288	-
0.3694	4150	0.0331	-
0.3739	4200	0.0321	-
0.3783	4250	0.0327	-
0.3828	4300	0.0354	-
0.3873	4350	0.0329	-
0.3917	4400	0.0274	-
0.3962	4450	0.0322	-
0.4006	4500	0.0348	-
0.4051	4550	0.0324	-
0.4095	4600	0.0358	-
0.4140	4650	0.0279	-
0.4184	4700	0.0312	-
0.4229	4750	0.0275	-
0.4273	4800	0.029	-
0.4318	4850	0.027	-
0.4362	4900	0.0246	-
0.4407	4950	0.0315	-
0.4451	5000	0.0226	-
0.4496	5050	0.0264	-
0.4540	5100	0.0315	-
0.4585	5150	0.0305	-
0.4629	5200	0.0258	-
0.4674	5250	0.03	-
0.4718	5300	0.0273	-
0.4763	5350	0.0272	-
0.4807	5400	0.0259	-
0.4852	5450	0.0207	-
0.4896	5500	0.0264	-
0.4941	5550	0.0295	-
0.4985	5600	0.0233	-
0.5030	5650	0.0242	-
0.5074	5700	0.0216	-
0.5119	5750	0.023	-
0.5163	5800	0.022	-
0.5208	5850	0.0225	-
0.5252	5900	0.0257	-
0.5297	5950	0.0231	-
0.5341	6000	0.0241	-
0.5386	6050	0.0219	-
0.5430	6100	0.0269	-
0.5475	6150	0.0258	-
0.5519	6200	0.0229	-
0.5564	6250	0.0206	-
0.5608	6300	0.0252	-
0.5653	6350	0.0212	-
0.5697	6400	0.0228	-
0.5742	6450	0.0224	-
0.5787	6500	0.0197	-
0.5831	6550	0.0162	-
0.5876	6600	0.0221	-
0.5920	6650	0.0213	-
0.5965	6700	0.0234	-
0.6009	6750	0.0227	-
0.6054	6800	0.0184	-
0.6098	6850	0.0241	-
0.6143	6900	0.0252	-
0.6187	6950	0.0194	-
0.6232	7000	0.0196	-
0.6276	7050	0.0179	-
0.6321	7100	0.0206	-
0.6365	7150	0.0196	-
0.6410	7200	0.0184	-
0.6454	7250	0.0165	-
0.6499	7300	0.0196	-
0.6543	7350	0.0264	-
0.6588	7400	0.0243	-
0.6632	7450	0.0168	-
0.6677	7500	0.0216	-
0.6721	7550	0.0169	-
0.6766	7600	0.0163	-
0.6810	7650	0.015	-
0.6855	7700	0.0191	-
0.6899	7750	0.0142	-
0.6944	7800	0.0164	-
0.6988	7850	0.0171	-
0.7033	7900	0.0147	-
0.7077	7950	0.0172	-
0.7122	8000	0.018	-
0.7166	8050	0.0215	-
0.7211	8100	0.0188	-
0.7255	8150	0.0134	-
0.7300	8200	0.0146	-
0.7344	8250	0.0131	-
0.7389	8300	0.0174	-
0.7433	8350	0.0156	-
0.7478	8400	0.0139	-
0.7522	8450	0.0158	-
0.7567	8500	0.0192	-
0.7612	8550	0.0117	-
0.7656	8600	0.0145	-
0.7701	8650	0.0149	-
0.7745	8700	0.0157	-
0.7790	8750	0.0175	-
0.7834	8800	0.0159	-
0.7879	8850	0.0139	-
0.7923	8900	0.01	-
0.7968	8950	0.0135	-
0.8012	9000	0.0144	-
0.8057	9050	0.0131	-
0.8101	9100	0.013	-
0.8146	9150	0.0147	-
0.8190	9200	0.0124	-
0.8235	9250	0.0141	-
0.8279	9300	0.0105	-
0.8324	9350	0.0128	-
0.8368	9400	0.012	-
0.8413	9450	0.0115	-
0.8457	9500	0.0127	-
0.8502	9550	0.0165	-
0.8546	9600	0.0149	-
0.8591	9650	0.0102	-
0.8635	9700	0.0164	-
0.8680	9750	0.0135	-
0.8724	9800	0.0168	-
0.8769	9850	0.0083	-
0.8813	9900	0.0099	-
0.8858	9950	0.0135	-
0.8902	10000	0.0149	-
0.8947	10050	0.012	-
0.8991	10100	0.0149	-
0.9036	10150	0.012	-
0.9080	10200	0.0152	-
0.9125	10250	0.008	-
0.9169	10300	0.014	-
0.9214	10350	0.0121	-
0.9258	10400	0.0129	-
0.9303	10450	0.0111	-
0.9347	10500	0.0127	-
0.9392	10550	0.0117	-
0.9436	10600	0.0093	-
0.9481	10650	0.0171	-
0.9526	10700	0.0152	-
0.9570	10750	0.0158	-
0.9615	10800	0.0122	-
0.9659	10850	0.0087	-
0.9704	10900	0.01	-
0.9748	10950	0.0113	-
0.9793	11000	0.0101	-
0.9837	11050	0.0128	-
0.9882	11100	0.0173	-
0.9926	11150	0.0126	-
0.9971	11200	0.0124	-
1.0015	11250	0.0101	-
1.0060	11300	0.0146	-
1.0104	11350	0.011	-
1.0149	11400	0.0116	-
1.0193	11450	0.0114	-
1.0238	11500	0.0103	-
1.0282	11550	0.0111	-
1.0327	11600	0.0082	-
1.0371	11650	0.011	-
1.0416	11700	0.0103	-
1.0460	11750	0.0061	-
1.0505	11800	0.0134	-
1.0549	11850	0.0081	-
1.0594	11900	0.0067	-
1.0638	11950	0.0108	-
1.0683	12000	0.0081	-
1.0727	12050	0.0093	-
1.0772	12100	0.012	-
1.0816	12150	0.0096	-
1.0861	12200	0.0091	-
1.0905	12250	0.0112	-
1.0950	12300	0.0087	-
1.0994	12350	0.0143	-
1.1039	12400	0.0078	-
1.1083	12450	0.0075	-
1.1128	12500	0.0112	-
1.1172	12550	0.01	-
1.1217	12600	0.0102	-
1.1261	12650	0.0079	-
1.1306	12700	0.0093	-
1.1350	12750	0.0117	-
1.1395	12800	0.0085	-
1.1440	12850	0.0082	-
1.1484	12900	0.0108	-
1.1529	12950	0.0125	-
1.1573	13000	0.0058	-
1.1618	13050	0.0082	-
1.1662	13100	0.0131	-
1.1707	13150	0.0067	-
1.1751	13200	0.0085	-
1.1796	13250	0.0108	-
1.1840	13300	0.0061	-
1.1885	13350	0.0052	-
1.1929	13400	0.0055	-
1.1974	13450	0.0086	-
1.2018	13500	0.0117	-
1.2063	13550	0.0083	-
1.2107	13600	0.0107	-
1.2152	13650	0.0102	-
1.2196	13700	0.0053	-
1.2241	13750	0.0059	-
1.2285	13800	0.0056	-
1.2330	13850	0.009	-
1.2374	13900	0.0073	-
1.2419	13950	0.0067	-
1.2463	14000	0.007	-
1.2508	14050	0.0104	-
1.2552	14100	0.0092	-
1.2597	14150	0.006	-
1.2641	14200	0.0077	-
1.2686	14250	0.0089	-
1.2730	14300	0.0181	-
1.2775	14350	0.0113	-
1.2819	14400	0.0158	-
1.2864	14450	0.0109	-
1.2908	14500	0.0078	-
1.2953	14550	0.007	-
1.2997	14600	0.0112	-
1.3042	14650	0.0084	-
1.3086	14700	0.0094	-
1.3131	14750	0.0044	-
1.3175	14800	0.0075	-
1.3220	14850	0.0052	-
1.3264	14900	0.0055	-
1.3309	14950	0.0076	-
1.3354	15000	0.0052	-
1.3398	15050	0.0051	-
1.3443	15100	0.0061	-
1.3487	15150	0.0072	-
1.3532	15200	0.0052	-
1.3576	15250	0.0084	-
1.3621	15300	0.0075	-
1.3665	15350	0.0087	-
1.3710	15400	0.0037	-
1.3754	15450	0.0055	-
1.3799	15500	0.007	-
1.3843	15550	0.006	-
1.3888	15600	0.0085	-
1.3932	15650	0.0086	-
1.3977	15700	0.0126	-
1.4021	15750	0.0096	-
1.4066	15800	0.0084	-
1.4110	15850	0.0086	-
1.4155	15900	0.0082	-
1.4199	15950	0.0077	-
1.4244	16000	0.0075	-
1.4288	16050	0.0053	-
1.4333	16100	0.0069	-
1.4377	16150	0.0097	-
1.4422	16200	0.0036	-
1.4466	16250	0.007	-
1.4511	16300	0.0067	-
1.4555	16350	0.0085	-
1.4600	16400	0.0105	-
1.4644	16450	0.0111	-
1.4689	16500	0.0078	-
1.4733	16550	0.0112	-
1.4778	16600	0.0096	-
1.4822	16650	0.0063	-
1.4867	16700	0.0074	-
1.4911	16750	0.0092	-
1.4956	16800	0.0084	-
1.5000	16850	0.0076	-
1.5045	16900	0.007	-
1.5089	16950	0.0106	-
1.5134	17000	0.0061	-
1.5178	17050	0.0068	-
1.5223	17100	0.0047	-
1.5268	17150	0.0076	-
1.5312	17200	0.008	-
1.5357	17250	0.0047	-
1.5401	17300	0.0072	-
1.5446	17350	0.0061	-
1.5490	17400	0.0037	-
1.5535	17450	0.0051	-
1.5579	17500	0.0069	-
1.5624	17550	0.0059	-
1.5668	17600	0.0064	-
1.5713	17650	0.0096	-
1.5757	17700	0.0046	-
1.5802	17750	0.0052	-
1.5846	17800	0.0061	-
1.5891	17850	0.0059	-
1.5935	17900	0.0094	-
1.5980	17950	0.0076	-
1.6024	18000	0.0077	-
1.6069	18050	0.0081	-
1.6113	18100	0.0055	-
1.6158	18150	0.0062	-
1.6202	18200	0.0086	-
1.6247	18250	0.0065	-
1.6291	18300	0.009	-
1.6336	18350	0.0092	-
1.6380	18400	0.0073	-
1.6425	18450	0.0114	-
1.6469	18500	0.009	-
1.6514	18550	0.0086	-
1.6558	18600	0.0046	-
1.6603	18650	0.0085	-
1.6647	18700	0.0109	-
1.6692	18750	0.0044	-
1.6736	18800	0.0054	-
1.6781	18850	0.0064	-
1.6825	18900	0.0057	-
1.6870	18950	0.0077	-
1.6914	19000	0.0077	-
1.6959	19050	0.0043	-
1.7003	19100	0.0104	-
1.7048	19150	0.0029	-
1.7092	19200	0.0092	-
1.7137	19250	0.0055	-
1.7182	19300	0.0061	-
1.7226	19350	0.0051	-
1.7271	19400	0.0096	-
1.7315	19450	0.005	-
1.7360	19500	0.0037	-
1.7404	19550	0.0089	-
1.7449	19600	0.0041	-
1.7493	19650	0.0059	-
1.7538	19700	0.0029	-
1.7582	19750	0.0077	-
1.7627	19800	0.0026	-
1.7671	19850	0.0112	-
1.7716	19900	0.0062	-
1.7760	19950	0.007	-
1.7805	20000	0.0068	-
1.7849	20050	0.0071	-
1.7894	20100	0.0082	-
1.7938	20150	0.0069	-
1.7983	20200	0.0078	-
1.8027	20250	0.0055	-
1.8072	20300	0.01	-
1.8116	20350	0.0123	-
1.8161	20400	0.0061	-
1.8205	20450	0.0076	-
1.8250	20500	0.0046	-
1.8294	20550	0.0042	-
1.8339	20600	0.0042	-
1.8383	20650	0.0059	-
1.8428	20700	0.005	-
1.8472	20750	0.0046	-
1.8517	20800	0.0102	-
1.8561	20850	0.0068	-
1.8606	20900	0.0054	-
1.8650	20950	0.0072	-
1.8695	21000	0.0057	-
1.8739	21050	0.0022	-
1.8784	21100	0.0036	-
1.8828	21150	0.0038	-
1.8873	21200	0.0078	-
1.8917	21250	0.0039	-
1.8962	21300	0.0031	-
1.9006	21350	0.0052	-
1.9051	21400	0.0066	-
1.9096	21450	0.0043	-
1.9140	21500	0.0052	-
1.9185	21550	0.0076	-
1.9229	21600	0.0067	-
1.9274	21650	0.0069	-
1.9318	21700	0.0028	-
1.9363	21750	0.0054	-
1.9407	21800	0.0078	-
1.9452	21850	0.0061	-
1.9496	21900	0.0045	-
1.9541	21950	0.0064	-
1.9585	22000	0.0077	-
1.9630	22050	0.0029	-
1.9674	22100	0.0054	-
1.9719	22150	0.0057	-
1.9763	22200	0.009	-
1.9808	22250	0.005	-
1.9852	22300	0.0026	-
1.9897	22350	0.0026	-
1.9941	22400	0.0075	-
1.9986	22450	0.0083	-
2.0030	22500	0.0055	-
2.0075	22550	0.007	-
2.0119	22600	0.0022	-
2.0164	22650	0.0026	-
2.0208	22700	0.0025	-
2.0253	22750	0.0038	-
2.0297	22800	0.0072	-
2.0342	22850	0.0063	-
2.0386	22900	0.0028	-
2.0431	22950	0.0032	-
2.0475	23000	0.0046	-
2.0520	23050	0.0057	-
2.0564	23100	0.0022	-
2.0609	23150	0.0061	-
2.0653	23200	0.0072	-
2.0698	23250	0.0043	-
2.0742	23300	0.0059	-
2.0787	23350	0.0054	-
2.0831	23400	0.0031	-
2.0876	23450	0.0085	-
2.0921	23500	0.0044	-
2.0965	23550	0.005	-
2.1010	23600	0.0064	-
2.1054	23650	0.0064	-
2.1099	23700	0.0065	-
2.1143	23750	0.0046	-
2.1188	23800	0.0062	-
2.1232	23850	0.0028	-
2.1277	23900	0.0058	-
2.1321	23950	0.0052	-
2.1366	24000	0.0027	-
2.1410	24050	0.0073	-
2.1455	24100	0.0029	-
2.1499	24150	0.0022	-
2.1544	24200	0.0039	-
2.1588	24250	0.006	-
2.1633	24300	0.0038	-
2.1677	24350	0.006	-
2.1722	24400	0.0044	-
2.1766	24450	0.0023	-
2.1811	24500	0.0032	-
2.1855	24550	0.0039	-
2.1900	24600	0.0039	-
2.1944	24650	0.0038	-
2.1989	24700	0.0046	-
2.2033	24750	0.0024	-
2.2078	24800	0.0053	-
2.2122	24850	0.0033	-
2.2167	24900	0.0032	-
2.2211	24950	0.0054	-
2.2256	25000	0.0053	-
2.2300	25050	0.0044	-
2.2345	25100	0.005	-
2.2389	25150	0.0049	-
2.2434	25200	0.0046	-
2.2478	25250	0.0071	-
2.2523	25300	0.0063	-
2.2567	25350	0.0052	-
2.2612	25400	0.0031	-
2.2656	25450	0.0026	-
2.2701	25500	0.0026	-
2.2745	25550	0.0039	-
2.2790	25600	0.0078	-
2.2835	25650	0.0034	-
2.2879	25700	0.0033	-
2.2924	25750	0.0051	-
2.2968	25800	0.0042	-
2.3013	25850	0.0052	-
2.3057	25900	0.0029	-
2.3102	25950	0.0034	-
2.3146	26000	0.0046	-
2.3191	26050	0.0103	-
2.3235	26100	0.0044	-
2.3280	26150	0.0033	-
2.3324	26200	0.0034	-
2.3369	26250	0.0028	-
2.3413	26300	0.0045	-
2.3458	26350	0.0028	-
2.3502	26400	0.0034	-
2.3547	26450	0.0023	-
2.3591	26500	0.0068	-
2.3636	26550	0.0042	-
2.3680	26600	0.0028	-
2.3725	26650	0.0022	-
2.3769	26700	0.0083	-
2.3814	26750	0.0045	-
2.3858	26800	0.0043	-
2.3903	26850	0.003	-
2.3947	26900	0.0057	-
2.3992	26950	0.0055	-
2.4036	27000	0.0036	-
2.4081	27050	0.0057	-
2.4125	27100	0.0035	-
2.4170	27150	0.0055	-
2.4214	27200	0.0029	-
2.4259	27250	0.0032	-
2.4303	27300	0.0035	-
2.4348	27350	0.0038	-
2.4392	27400	0.0046	-
2.4437	27450	0.0037	-
2.4481	27500	0.0036	-
2.4526	27550	0.0083	-
2.4570	27600	0.0034	-
2.4615	27650	0.0022	-
2.4659	27700	0.0054	-
2.4704	27750	0.0032	-
2.4749	27800	0.0054	-
2.4793	27850	0.0071	-
2.4838	27900	0.0052	-
2.4882	27950	0.0029	-
2.4927	28000	0.0024	-
2.4971	28050	0.0053	-
2.5016	28100	0.0054	-
2.5060	28150	0.0038	-
2.5105	28200	0.0059	-
2.5149	28250	0.0024	-
2.5194	28300	0.0061	-
2.5238	28350	0.0013	-
2.5283	28400	0.0056	-
2.5327	28450	0.003	-
2.5372	28500	0.0078	-
2.5416	28550	0.0051	-
2.5461	28600	0.009	-
2.5505	28650	0.0022	-
2.5550	28700	0.0041	-
2.5594	28750	0.0045	-
2.5639	28800	0.0035	-
2.5683	28850	0.0046	-
2.5728	28900	0.0055	-
2.5772	28950	0.0044	-
2.5817	29000	0.0039	-
2.5861	29050	0.0072	-
2.5906	29100	0.004	-
2.5950	29150	0.0085	-
2.5995	29200	0.0029	-
2.6039	29250	0.0024	-
2.6084	29300	0.0063	-
2.6128	29350	0.0047	-
2.6173	29400	0.0067	-
2.6217	29450	0.0025	-
2.6262	29500	0.0044	-
2.6306	29550	0.0031	-
2.6351	29600	0.0019	-
2.6395	29650	0.0031	-
2.6440	29700	0.0029	-
2.6484	29750	0.005	-
2.6529	29800	0.0067	-
2.6573	29850	0.0025	-
2.6618	29900	0.0045	-
2.6663	29950	0.0046	-
2.6707	30000	0.0035	-
2.6752	30050	0.0052	-
2.6796	30100	0.0027	-
2.6841	30150	0.0024	-
2.6885	30200	0.0062	-
2.6930	30250	0.0044	-
2.6974	30300	0.0054	-
2.7019	30350	0.0038	-
2.7063	30400	0.0037	-
2.7108	30450	0.0036	-
2.7152	30500	0.0036	-
2.7197	30550	0.0029	-
2.7241	30600	0.0013	-
2.7286	30650	0.0062	-
2.7330	30700	0.0043	-
2.7375	30750	0.0064	-
2.7419	30800	0.0027	-
2.7464	30850	0.0041	-
2.7508	30900	0.0076	-
2.7553	30950	0.0093	-
2.7597	31000	0.0036	-
2.7642	31050	0.0065	-
2.7686	31100	0.0052	-
2.7731	31150	0.0066	-
2.7775	31200	0.0078	-
2.7820	31250	0.0026	-
2.7864	31300	0.0022	-
2.7909	31350	0.0022	-
2.7953	31400	0.0098	-
2.7998	31450	0.0062	-
2.8042	31500	0.0055	-
2.8087	31550	0.0033	-
2.8131	31600	0.0044	-
2.8176	31650	0.0047	-
2.8220	31700	0.0022	-
2.8265	31750	0.0043	-
2.8309	31800	0.0012	-
2.8354	31850	0.0008	-
2.8398	31900	0.0013	-
2.8443	31950	0.0033	-
2.8487	32000	0.0062	-
2.8532	32050	0.003	-
2.8577	32100	0.003	-
2.8621	32150	0.0033	-
2.8666	32200	0.004	-
2.8710	32250	0.0026	-
2.8755	32300	0.0043	-
2.8799	32350	0.0027	-
2.8844	32400	0.0071	-
2.8888	32450	0.0042	-
2.8933	32500	0.0055	-
2.8977	32550	0.0033	-
2.9022	32600	0.0056	-
2.9066	32650	0.0013	-
2.9111	32700	0.006	-
2.9155	32750	0.0038	-
2.9200	32800	0.0048	-
2.9244	32850	0.0028	-
2.9289	32900	0.0069	-
2.9333	32950	0.0013	-
2.9378	33000	0.0035	-
2.9422	33050	0.0058	-
2.9467	33100	0.001	-
2.9511	33150	0.0053	-
2.9556	33200	0.0058	-
2.9600	33250	0.0034	-
2.9645	33300	0.0023	-
2.9689	33350	0.0055	-
2.9734	33400	0.0069	-
2.9778	33450	0.0034	-
2.9823	33500	0.0031	-
2.9867	33550	0.0031	-
2.9912	33600	0.0039	-
2.9956	33650	0.0027	-
3.0001	33700	0.0041	-
3.0045	33750	0.0043	-
3.0090	33800	0.0041	-
3.0134	33850	0.0029	-
3.0179	33900	0.0013	-
3.0223	33950	0.0046	-
3.0268	34000	0.0018	-
3.0312	34050	0.0042	-
3.0357	34100	0.002	-
3.0401	34150	0.0018	-
3.0446	34200	0.0054	-
3.0491	34250	0.002	-
3.0535	34300	0.0036	-
3.0580	34350	0.0038	-
3.0624	34400	0.0018	-
3.0669	34450	0.0009	-
3.0713	34500	0.0042	-
3.0758	34550	0.0042	-
3.0802	34600	0.0018	-
3.0847	34650	0.0009	-
3.0891	34700	0.0043	-
3.0936	34750	0.0076	-
3.0980	34800	0.002	-
3.1025	34850	0.0034	-
3.1069	34900	0.0031	-
3.1114	34950	0.0034	-
3.1158	35000	0.0029	-
3.1203	35050	0.0027	-
3.1247	35100	0.0053	-
3.1292	35150	0.0031	-
3.1336	35200	0.0014	-
3.1381	35250	0.0031	-
3.1425	35300	0.0038	-
3.1470	35350	0.0034	-
3.1514	35400	0.0037	-
3.1559	35450	0.0027	-
3.1603	35500	0.0077	-
3.1648	35550	0.0031	-
3.1692	35600	0.0042	-
3.1737	35650	0.0055	-
3.1781	35700	0.0078	-
3.1826	35750	0.0038	-
3.1870	35800	0.004	-
3.1915	35850	0.0045	-
3.1959	35900	0.003	-
3.2004	35950	0.0023	-
3.2048	36000	0.0035	-
3.2093	36050	0.0028	-
3.2137	36100	0.0064	-
3.2182	36150	0.0027	-
3.2226	36200	0.0038	-
3.2271	36250	0.0022	-
3.2315	36300	0.0015	-
3.2360	36350	0.0011	-
3.2405	36400	0.0019	-
3.2449	36450	0.003	-
3.2494	36500	0.0041	-
3.2538	36550	0.0033	-
3.2583	36600	0.0008	-
3.2627	36650	0.0012	-
3.2672	36700	0.0061	-
3.2716	36750	0.0025	-
3.2761	36800	0.0028	-
3.2805	36850	0.0026	-
3.2850	36900	0.0053	-
3.2894	36950	0.0033	-
3.2939	37000	0.0022	-
3.2983	37050	0.0062	-
3.3028	37100	0.0021	-
3.3072	37150	0.0024	-
3.3117	37200	0.0042	-
3.3161	37250	0.0061	-
3.3206	37300	0.002	-
3.3250	37350	0.0009	-
3.3295	37400	0.0048	-
3.3339	37450	0.0027	-
3.3384	37500	0.0042	-
3.3428	37550	0.0046	-
3.3473	37600	0.001	-
3.3517	37650	0.0026	-
3.3562	37700	0.0029	-
3.3606	37750	0.0027	-
3.3651	37800	0.0032	-
3.3695	37850	0.0018	-
3.3740	37900	0.0021	-
3.3784	37950	0.0022	-
3.3829	38000	0.0019	-
3.3873	38050	0.0038	-
3.3918	38100	0.0018	-
3.3962	38150	0.0022	-
3.4007	38200	0.0024	-
3.4051	38250	0.0032	-
3.4096	38300	0.0032	-
3.4140	38350	0.0042	-
3.4185	38400	0.0032	-
3.4230	38450	0.0024	-
3.4274	38500	0.0048	-
3.4319	38550	0.0041	-
3.4363	38600	0.0028	-
3.4408	38650	0.0041	-
3.4452	38700	0.0018	-
3.4497	38750	0.0018	-
3.4541	38800	0.0021	-
3.4586	38850	0.0036	-
3.4630	38900	0.0042	-
3.4675	38950	0.001	-
3.4719	39000	0.0027	-
3.4764	39050	0.0027	-
3.4808	39100	0.0032	-
3.4853	39150	0.001	-
3.4897	39200	0.002	-
3.4942	39250	0.0019	-
3.4986	39300	0.0016	-
3.5031	39350	0.0046	-
3.5075	39400	0.0023	-
3.5120	39450	0.004	-
3.5164	39500	0.002	-
3.5209	39550	0.0056	-
3.5253	39600	0.0019	-
3.5298	39650	0.0025	-
3.5342	39700	0.0037	-
3.5387	39750	0.0021	-
3.5431	39800	0.0051	-
3.5476	39850	0.0032	-
3.5520	39900	0.0058	-
3.5565	39950	0.0015	-
3.5609	40000	0.0026	-
3.5654	40050	0.003	-
3.5698	40100	0.0035	-
3.5743	40150	0.0028	-
3.5787	40200	0.0032	-
3.5832	40250	0.0036	-
3.5876	40300	0.004	-
3.5921	40350	0.0045	-
3.5965	40400	0.002	-
3.6010	40450	0.0038	-
3.6054	40500	0.0053	-
3.6099	40550	0.003	-
3.6144	40600	0.0047	-
3.6188	40650	0.0042	-
3.6233	40700	0.0045	-
3.6277	40750	0.0014	-
3.6322	40800	0.0034	-
3.6366	40850	0.0029	-
3.6411	40900	0.002	-
3.6455	40950	0.0033	-
3.6500	41000	0.0059	-
3.6544	41050	0.0025	-
3.6589	41100	0.0016	-
3.6633	41150	0.0033	-
3.6678	41200	0.003	-
3.6722	41250	0.0011	-
3.6767	41300	0.0027	-
3.6811	41350	0.0041	-
3.6856	41400	0.002	-
3.6900	41450	0.0047	-
3.6945	41500	0.0036	-
3.6989	41550	0.0032	-
3.7034	41600	0.0064	-
3.7078	41650	0.0034	-
3.7123	41700	0.0025	-
3.7167	41750	0.0022	-
3.7212	41800	0.0018	-
3.7256	41850	0.003	-
3.7301	41900	0.0036	-
3.7345	41950	0.0027	-
3.7390	42000	0.0055	-
3.7434	42050	0.0025	-
3.7479	42100	0.0007	-
3.7523	42150	0.0013	-
3.7568	42200	0.0039	-
3.7612	42250	0.0034	-
3.7657	42300	0.0009	-
3.7701	42350	0.0017	-
3.7746	42400	0.0032	-
3.7790	42450	0.0035	-
3.7835	42500	0.0068	-
3.7879	42550	0.0018	-
3.7924	42600	0.0017	-
3.7968	42650	0.0025	-
3.8013	42700	0.0052	-
3.8058	42750	0.0022	-
3.8102	42800	0.004	-
3.8147	42850	0.0052	-
3.8191	42900	0.0052	-
3.8236	42950	0.0033	-
3.8280	43000	0.0025	-
3.8325	43050	0.0044	-
3.8369	43100	0.0032	-
3.8414	43150	0.0054	-
3.8458	43200	0.0016	-
3.8503	43250	0.0049	-
3.8547	43300	0.0034	-
3.8592	43350	0.0045	-
3.8636	43400	0.0025	-
3.8681	43450	0.0048	-
3.8725	43500	0.002	-
3.8770	43550	0.002	-
3.8814	43600	0.0026	-
3.8859	43650	0.0024	-
3.8903	43700	0.0016	-
3.8948	43750	0.0032	-
3.8992	43800	0.0057	-
3.9037	43850	0.003	-
3.9081	43900	0.0019	-
3.9126	43950	0.0038	-
3.9170	44000	0.0033	-
3.9215	44050	0.0021	-
3.9259	44100	0.0023	-
3.9304	44150	0.0013	-
3.9348	44200	0.0019	-
3.9393	44250	0.0037	-
3.9437	44300	0.003	-
3.9482	44350	0.0024	-
3.9526	44400	0.0007	-
3.9571	44450	0.0008	-
3.9615	44500	0.0012	-
3.9660	44550	0.0022	-
3.9704	44600	0.0029	-
3.9749	44650	0.0018	-
3.9793	44700	0.0038	-
3.9838	44750	0.0008	-
3.9882	44800	0.0047	-
3.9927	44850	0.0034	-
3.9972	44900	0.0046	-
4.0016	44950	0.0031	-
4.0061	45000	0.0029	-
4.0105	45050	0.0028	-
4.0150	45100	0.005	-
4.0194	45150	0.0029	-
4.0239	45200	0.0038	-
4.0283	45250	0.0008	-
4.0328	45300	0.003	-
4.0372	45350	0.0015	-
4.0417	45400	0.0027	-
4.0461	45450	0.0049	-
4.0506	45500	0.0023	-
4.0550	45550	0.0027	-
4.0595	45600	0.0022	-
4.0639	45650	0.0013	-
4.0684	45700	0.0032	-
4.0728	45750	0.0016	-
4.0773	45800	0.0041	-
4.0817	45850	0.0033	-
4.0862	45900	0.0022	-
4.0906	45950	0.0043	-
4.0951	46000	0.0007	-
4.0995	46050	0.0017	-
4.1040	46100	0.0043	-
4.1084	46150	0.0064	-
4.1129	46200	0.0028	-
4.1173	46250	0.0026	-
4.1218	46300	0.0006	-
4.1262	46350	0.0032	-
4.1307	46400	0.0021	-
4.1351	46450	0.0047	-
4.1396	46500	0.0017	-
4.1440	46550	0.0011	-
4.1485	46600	0.0024	-
4.1529	46650	0.0045	-
4.1574	46700	0.0018	-
4.1618	46750	0.002	-
4.1663	46800	0.0035	-
4.1707	46850	0.0007	-
4.1752	46900	0.0014	-
4.1796	46950	0.0029	-
4.1841	47000	0.0029	-
4.1886	47050	0.0045	-
4.1930	47100	0.0019	-
4.1975	47150	0.0008	-
4.2019	47200	0.0037	-
4.2064	47250	0.0052	-
4.2108	47300	0.0018	-
4.2153	47350	0.0007	-
4.2197	47400	0.0036	-
4.2242	47450	0.0018	-
4.2286	47500	0.0009	-
4.2331	47550	0.0035	-
4.2375	47600	0.0018	-
4.2420	47650	0.0014	-
4.2464	47700	0.0022	-
4.2509	47750	0.0028	-
4.2553	47800	0.0044	-
4.2598	47850	0.002	-
4.2642	47900	0.0018	-
4.2687	47950	0.0026	-
4.2731	48000	0.002	-
4.2776	48050	0.0037	-
4.2820	48100	0.0042	-
4.2865	48150	0.0011	-
4.2909	48200	0.0034	-
4.2954	48250	0.0031	-
4.2998	48300	0.0027	-
4.3043	48350	0.0027	-
4.3087	48400	0.0007	-
4.3132	48450	0.0022	-
4.3176	48500	0.0026	-
4.3221	48550	0.0012	-
4.3265	48600	0.001	-
4.3310	48650	0.0031	-
4.3354	48700	0.001	-
4.3399	48750	0.0019	-
4.3443	48800	0.0008	-
4.3488	48850	0.0016	-
4.3532	48900	0.0021	-
4.3577	48950	0.0045	-
4.3621	49000	0.0031	-
4.3666	49050	0.0017	-
4.3710	49100	0.0015	-
4.3755	49150	0.0038	-
4.3800	49200	0.0018	-
4.3844	49250	0.0009	-
4.3889	49300	0.0022	-
4.3933	49350	0.0029	-
4.3978	49400	0.0043	-
4.4022	49450	0.0022	-
4.4067	49500	0.0015	-
4.4111	49550	0.0011	-
4.4156	49600	0.0013	-
4.4200	49650	0.0049	-
4.4245	49700	0.0028	-
4.4289	49750	0.0007	-
4.4334	49800	0.0011	-
4.4378	49850	0.0024	-
4.4423	49900	0.0024	-
4.4467	49950	0.0011	-
4.4512	50000	0.0028	-
4.4556	50050	0.0032	-
4.4601	50100	0.0014	-
4.4645	50150	0.0026	-
4.4690	50200	0.0006	-
4.4734	50250	0.0022	-
4.4779	50300	0.0037	-
4.4823	50350	0.0049	-
4.4868	50400	0.0021	-
4.4912	50450	0.0042	-
4.4957	50500	0.0008	-
4.5001	50550	0.0006	-
4.5046	50600	0.0018	-
4.5090	50650	0.0027	-
4.5135	50700	0.0028	-
4.5179	50750	0.0019	-
4.5224	50800	0.0046	-
4.5268	50850	0.0027	-
4.5313	50900	0.0025	-
4.5357	50950	0.0012	-
4.5402	51000	0.0031	-
4.5446	51050	0.0051	-
4.5491	51100	0.004	-
4.5535	51150	0.0032	-
4.5580	51200	0.0015	-
4.5624	51250	0.0012	-
4.5669	51300	0.0031	-
4.5714	51350	0.003	-
4.5758	51400	0.0027	-
4.5803	51450	0.0016	-
4.5847	51500	0.0027	-
4.5892	51550	0.0009	-
4.5936	51600	0.0028	-
4.5981	51650	0.0033	-
4.6025	51700	0.0026	-
4.6070	51750	0.0009	-
4.6114	51800	0.0015	-
4.6159	51850	0.002	-
4.6203	51900	0.0019	-
4.6248	51950	0.0019	-
4.6292	52000	0.004	-
4.6337	52050	0.001	-
4.6381	52100	0.001	-
4.6426	52150	0.0048	-
4.6470	52200	0.0006	-
4.6515	52250	0.0021	-
4.6559	52300	0.0007	-
4.6604	52350	0.0064	-
4.6648	52400	0.0028	-
4.6693	52450	0.0008	-
4.6737	52500	0.0018	-
4.6782	52550	0.0022	-
4.6826	52600	0.0035	-
4.6871	52650	0.0019	-
4.6915	52700	0.0047	-
4.6960	52750	0.0015	-
4.7004	52800	0.0012	-
4.7049	52850	0.002	-
4.7093	52900	0.0019	-
4.7138	52950	0.0027	-
4.7182	53000	0.0025	-
4.7227	53050	0.0008	-
4.7271	53100	0.001	-
4.7316	53150	0.0023	-
4.7360	53200	0.0027	-
4.7405	53250	0.0007	-
4.7449	53300	0.0028	-
4.7494	53350	0.0045	-
4.7539	53400	0.0054	-
4.7583	53450	0.0047	-
4.7628	53500	0.0021	-
4.7672	53550	0.0025	-
4.7717	53600	0.0036	-
4.7761	53650	0.0039	-
4.7806	53700	0.0008	-
4.7850	53750	0.0043	-
4.7895	53800	0.0016	-
4.7939	53850	0.0011	-
4.7984	53900	0.0027	-
4.8028	53950	0.0013	-
4.8073	54000	0.0028	-
4.8117	54050	0.0031	-
4.8162	54100	0.0014	-
4.8206	54150	0.0007	-
4.8251	54200	0.0031	-
4.8295	54250	0.0009	-
4.8340	54300	0.0006	-
4.8384	54350	0.0015	-
4.8429	54400	0.0021	-
4.8473	54450	0.0045	-
4.8518	54500	0.0024	-
4.8562	54550	0.0007	-
4.8607	54600	0.0022	-
4.8651	54650	0.0014	-
4.8696	54700	0.0014	-
4.8740	54750	0.0023	-
4.8785	54800	0.0017	-
4.8829	54850	0.0022	-
4.8874	54900	0.003	-
4.8918	54950	0.0006	-
4.8963	55000	0.0029	-
4.9007	55050	0.0019	-
4.9052	55100	0.0059	-
4.9096	55150	0.0008	-
4.9141	55200	0.003	-
4.9185	55250	0.0018	-
4.9230	55300	0.0025	-
4.9274	55350	0.0035	-
4.9319	55400	0.0014	-
4.9363	55450	0.0012	-
4.9408	55500	0.0012	-
4.9453	55550	0.0029	-
4.9497	55600	0.0054	-
4.9542	55650	0.0017	-
4.9586	55700	0.0026	-
4.9631	55750	0.002	-
4.9675	55800	0.0006	-
4.9720	55850	0.0018	-
4.9764	55900	0.0018	-
4.9809	55950	0.0006	-
4.9853	56000	0.0032	-
4.9898	56050	0.0067	-
4.9942	56100	0.0023	-
4.9987	56150	0.0033	-

Framework Versions

Python: 3.11.13
SetFit: 1.1.2
Sentence Transformers: 4.1.0
Transformers: 4.52.4
PyTorch: 2.6.0+cu124
Datasets: 3.6.0
Tokenizers: 0.21.2

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}
}

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