Huiyeong/setfit-clinc150

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:

1. Fine-tuning a Sentence Transformer with contrastive learning.
2. 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")
# Run inference
preds = model("do americans need visas in canada")

Training Details

Training Set Metrics

Training set	Min	Median	Max
Word count	1	8.3394	28

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

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	0.1511	-
0.0053	50	0.1265	-
0.0107	100	0.1279	-
0.016	150	0.1129	-
0.0213	200	0.1168	-
0.0267	250	0.1148	-
0.032	300	0.1007	-
0.0373	350	0.1026	-
0.0427	400	0.1037	-
0.048	450	0.0987	-
0.0533	500	0.0888	-
0.0587	550	0.0851	-
0.064	600	0.0858	-
0.0693	650	0.0913	-
0.0747	700	0.0825	-
0.08	750	0.0733	-
0.0853	800	0.0834	-
0.0907	850	0.0751	-
0.096	900	0.0762	-
0.1013	950	0.0726	-
0.1067	1000	0.0646	-
0.112	1050	0.0637	-
0.1173	1100	0.0604	-
0.1227	1150	0.0586	-
0.128	1200	0.0582	-
0.1333	1250	0.0548	-
0.1387	1300	0.0619	-
0.144	1350	0.0552	-
0.1493	1400	0.0487	-
0.1547	1450	0.0543	-
0.16	1500	0.055	-
0.1653	1550	0.0493	-
0.1707	1600	0.0498	-
0.176	1650	0.0529	-
0.1813	1700	0.0402	-
0.1867	1750	0.0442	-
0.192	1800	0.048	-
0.1973	1850	0.0406	-
0.2027	1900	0.0439	-
0.208	1950	0.0397	-
0.2133	2000	0.0356	-
0.2187	2050	0.0462	-
0.224	2100	0.0381	-
0.2293	2150	0.0382	-
0.2347	2200	0.0322	-
0.24	2250	0.0379	-
0.2453	2300	0.0365	-
0.2507	2350	0.0353	-
0.256	2400	0.0357	-
0.2613	2450	0.0312	-
0.2667	2500	0.0317	-
0.272	2550	0.031	-
0.2773	2600	0.0329	-
0.2827	2650	0.0328	-
0.288	2700	0.0297	-
0.2933	2750	0.0303	-
0.2987	2800	0.0245	-
0.304	2850	0.0296	-
0.3093	2900	0.029	-
0.3147	2950	0.025	-
0.32	3000	0.0289	-
0.3253	3050	0.0326	-
0.3307	3100	0.0298	-
0.336	3150	0.028	-
0.3413	3200	0.0249	-
0.3467	3250	0.028	-
0.352	3300	0.024	-
0.3573	3350	0.0251	-
0.3627	3400	0.0255	-
0.368	3450	0.0231	-
0.3733	3500	0.0208	-
0.3787	3550	0.0275	-
0.384	3600	0.0223	-
0.3893	3650	0.018	-
0.3947	3700	0.0209	-
0.4	3750	0.0226	-
0.4053	3800	0.0199	-
0.4107	3850	0.0203	-
0.416	3900	0.0183	-
0.4213	3950	0.0265	-
0.4267	4000	0.0185	-
0.432	4050	0.0155	-
0.4373	4100	0.0177	-
0.4427	4150	0.0227	-
0.448	4200	0.0179	-
0.4533	4250	0.0203	-
0.4587	4300	0.0198	-
0.464	4350	0.0192	-
0.4693	4400	0.0218	-
0.4747	4450	0.019	-
0.48	4500	0.0203	-
0.4853	4550	0.0178	-
0.4907	4600	0.0196	-
0.496	4650	0.0209	-
0.5013	4700	0.0161	-
0.5067	4750	0.0169	-
0.512	4800	0.0205	-
0.5173	4850	0.0207	-
0.5227	4900	0.0178	-
0.528	4950	0.0144	-
0.5333	5000	0.0177	-
0.5387	5050	0.0178	-
0.544	5100	0.0127	-
0.5493	5150	0.019	-
0.5547	5200	0.017	-
0.56	5250	0.017	-
0.5653	5300	0.0137	-
0.5707	5350	0.0163	-
0.576	5400	0.0137	-
0.5813	5450	0.0148	-
0.5867	5500	0.0164	-
0.592	5550	0.0157	-
0.5973	5600	0.013	-
0.6027	5650	0.0141	-
0.608	5700	0.0144	-
0.6133	5750	0.0138	-
0.6187	5800	0.018	-
0.624	5850	0.0123	-
0.6293	5900	0.014	-
0.6347	5950	0.009	-
0.64	6000	0.01	-
0.6453	6050	0.0134	-
0.6507	6100	0.0161	-
0.656	6150	0.0133	-
0.6613	6200	0.0114	-
0.6667	6250	0.0138	-
0.672	6300	0.0149	-
0.6773	6350	0.0133	-
0.6827	6400	0.01	-
0.688	6450	0.0135	-
0.6933	6500	0.0123	-
0.6987	6550	0.0149	-
0.704	6600	0.0139	-
0.7093	6650	0.0117	-
0.7147	6700	0.013	-
0.72	6750	0.0129	-
0.7253	6800	0.0096	-
0.7307	6850	0.012	-
0.736	6900	0.0093	-
0.7413	6950	0.017	-
0.7467	7000	0.0121	-
0.752	7050	0.0106	-
0.7573	7100	0.0154	-
0.7627	7150	0.01	-
0.768	7200	0.011	-
0.7733	7250	0.0126	-
0.7787	7300	0.0085	-
0.784	7350	0.011	-
0.7893	7400	0.0114	-
0.7947	7450	0.0131	-
0.8	7500	0.0109	-
0.8053	7550	0.0097	-
0.8107	7600	0.011	-
0.816	7650	0.0105	-
0.8213	7700	0.0124	-
0.8267	7750	0.0089	-
0.832	7800	0.0102	-
0.8373	7850	0.012	-
0.8427	7900	0.0079	-
0.848	7950	0.0097	-
0.8533	8000	0.0087	-
0.8587	8050	0.007	-
0.864	8100	0.0119	-
0.8693	8150	0.0085	-
0.8747	8200	0.0114	-
0.88	8250	0.0107	-
0.8853	8300	0.0106	-
0.8907	8350	0.0106	-
0.896	8400	0.0074	-
0.9013	8450	0.0098	-
0.9067	8500	0.01	-
0.912	8550	0.0066	-
0.9173	8600	0.0079	-
0.9227	8650	0.0111	-
0.928	8700	0.012	-
0.9333	8750	0.0127	-
0.9387	8800	0.0043	-
0.944	8850	0.0108	-
0.9493	8900	0.0047	-
0.9547	8950	0.0066	-
0.96	9000	0.0077	-
0.9653	9050	0.0104	-
0.9707	9100	0.0085	-
0.976	9150	0.0098	-
0.9813	9200	0.0077	-
0.9867	9250	0.0097	-
0.992	9300	0.0083	-
0.9973	9350	0.006	-
1.0027	9400	0.0076	-
1.008	9450	0.0067	-
1.0133	9500	0.0081	-
1.0187	9550	0.0082	-
1.024	9600	0.0061	-
1.0293	9650	0.0064	-
1.0347	9700	0.0065	-
1.04	9750	0.0059	-
1.0453	9800	0.009	-
1.0507	9850	0.0079	-
1.056	9900	0.0058	-
1.0613	9950	0.0053	-
1.0667	10000	0.0046	-
1.072	10050	0.0075	-
1.0773	10100	0.0044	-
1.0827	10150	0.0049	-
1.088	10200	0.0097	-
1.0933	10250	0.0059	-
1.0987	10300	0.0074	-
1.104	10350	0.0078	-
1.1093	10400	0.0083	-
1.1147	10450	0.0049	-
1.12	10500	0.0083	-
1.1253	10550	0.0064	-
1.1307	10600	0.0065	-
1.1360	10650	0.0054	-
1.1413	10700	0.0102	-
1.1467	10750	0.0054	-
1.152	10800	0.0067	-
1.1573	10850	0.0082	-
1.1627	10900	0.0063	-
1.168	10950	0.0097	-
1.1733	11000	0.0067	-
1.1787	11050	0.0083	-
1.184	11100	0.0037	-
1.1893	11150	0.0051	-
1.1947	11200	0.0085	-
1.2	11250	0.0072	-
1.2053	11300	0.0097	-
1.2107	11350	0.0072	-
1.216	11400	0.0059	-
1.2213	11450	0.0063	-
1.2267	11500	0.0054	-
1.232	11550	0.0075	-
1.2373	11600	0.0091	-
1.2427	11650	0.0059	-
1.248	11700	0.0066	-
1.2533	11750	0.0066	-
1.2587	11800	0.007	-
1.264	11850	0.0054	-
1.2693	11900	0.0077	-
1.2747	11950	0.009	-
1.28	12000	0.0069	-
1.2853	12050	0.0088	-
1.2907	12100	0.005	-
1.296	12150	0.0086	-
1.3013	12200	0.0063	-
1.3067	12250	0.0048	-
1.312	12300	0.0055	-
1.3173	12350	0.0042	-
1.3227	12400	0.0051	-
1.328	12450	0.0066	-
1.3333	12500	0.01	-
1.3387	12550	0.0049	-
1.3440	12600	0.0045	-
1.3493	12650	0.0054	-
1.3547	12700	0.0041	-
1.3600	12750	0.0051	-
1.3653	12800	0.0037	-
1.3707	12850	0.0053	-
1.376	12900	0.0049	-
1.3813	12950	0.0053	-
1.3867	13000	0.0027	-
1.392	13050	0.0034	-
1.3973	13100	0.0062	-
1.4027	13150	0.0058	-
1.408	13200	0.0068	-
1.4133	13250	0.0053	-
1.4187	13300	0.0074	-
1.424	13350	0.0053	-
1.4293	13400	0.0038	-
1.4347	13450	0.0049	-
1.44	13500	0.0041	-
1.4453	13550	0.0057	-
1.4507	13600	0.0041	-
1.456	13650	0.0059	-
1.4613	13700	0.0063	-
1.4667	13750	0.0047	-
1.472	13800	0.0077	-
1.4773	13850	0.0072	-
1.4827	13900	0.0029	-
1.488	13950	0.0029	-
1.4933	14000	0.0081	-
1.4987	14050	0.0046	-
1.504	14100	0.0057	-
1.5093	14150	0.0077	-
1.5147	14200	0.0049	-
1.52	14250	0.0098	-
1.5253	14300	0.007	-
1.5307	14350	0.0066	-
1.536	14400	0.0045	-
1.5413	14450	0.0044	-
1.5467	14500	0.0033	-
1.552	14550	0.0063	-
1.5573	14600	0.008	-
1.5627	14650	0.0028	-
1.568	14700	0.0067	-
1.5733	14750	0.0086	-
1.5787	14800	0.0062	-
1.584	14850	0.0037	-
1.5893	14900	0.0046	-
1.5947	14950	0.0088	-
1.6	15000	0.0064	-
1.6053	15050	0.0031	-
1.6107	15100	0.0057	-
1.616	15150	0.0038	-
1.6213	15200	0.0102	-
1.6267	15250	0.0045	-
1.6320	15300	0.0049	-
1.6373	15350	0.0044	-
1.6427	15400	0.0074	-
1.6480	15450	0.0042	-
1.6533	15500	0.0088	-
1.6587	15550	0.01	-
1.6640	15600	0.004	-
1.6693	15650	0.0034	-
1.6747	15700	0.0051	-
1.6800	15750	0.0068	-
1.6853	15800	0.0016	-
1.6907	15850	0.0076	-
1.696	15900	0.0049	-
1.7013	15950	0.0083	-
1.7067	16000	0.0025	-
1.712	16050	0.0029	-
1.7173	16100	0.004	-
1.7227	16150	0.0043	-
1.728	16200	0.0049	-
1.7333	16250	0.0057	-
1.7387	16300	0.0086	-
1.744	16350	0.0052	-
1.7493	16400	0.0045	-
1.7547	16450	0.0043	-
1.76	16500	0.0051	-
1.7653	16550	0.0065	-
1.7707	16600	0.0042	-
1.776	16650	0.0044	-
1.7813	16700	0.0036	-
1.7867	16750	0.0044	-
1.792	16800	0.0035	-
1.7973	16850	0.0042	-
1.8027	16900	0.0059	-
1.808	16950	0.0043	-
1.8133	17000	0.0055	-
1.8187	17050	0.0065	-
1.8240	17100	0.0064	-
1.8293	17150	0.0044	-
1.8347	17200	0.0051	-
1.8400	17250	0.0046	-
1.8453	17300	0.0051	-
1.8507	17350	0.006	-
1.8560	17400	0.0057	-
1.8613	17450	0.0038	-
1.8667	17500	0.0065	-
1.8720	17550	0.0052	-
1.8773	17600	0.0028	-
1.8827	17650	0.0064	-
1.888	17700	0.0049	-
1.8933	17750	0.0071	-
1.8987	17800	0.0058	-
1.904	17850	0.0022	-
1.9093	17900	0.0042	-
1.9147	17950	0.003	-
1.92	18000	0.0069	-
1.9253	18050	0.0053	-
1.9307	18100	0.0052	-
1.936	18150	0.002	-
1.9413	18200	0.0068	-
1.9467	18250	0.0056	-
1.952	18300	0.0059	-
1.9573	18350	0.0018	-
1.9627	18400	0.0055	-
1.968	18450	0.0067	-
1.9733	18500	0.0025	-
1.9787	18550	0.0044	-
1.984	18600	0.0024	-
1.9893	18650	0.0064	-
1.9947	18700	0.0029	-
2.0	18750	0.0052	-
2.0053	18800	0.0035	-
2.0107	18850	0.0056	-
2.016	18900	0.0028	-
2.0213	18950	0.0042	-
2.0267	19000	0.0012	-
2.032	19050	0.0027	-
2.0373	19100	0.0042	-
2.0427	19150	0.0074	-
2.048	19200	0.0028	-
2.0533	19250	0.0035	-
2.0587	19300	0.0039	-
2.064	19350	0.0047	-
2.0693	19400	0.0022	-
2.0747	19450	0.0034	-
2.08	19500	0.0036	-
2.0853	19550	0.0061	-
2.0907	19600	0.004	-
2.096	19650	0.003	-
2.1013	19700	0.0049	-
2.1067	19750	0.0034	-
2.112	19800	0.0013	-
2.1173	19850	0.0033	-
2.1227	19900	0.0032	-
2.128	19950	0.0041	-
2.1333	20000	0.0015	-
2.1387	20050	0.0013	-
2.144	20100	0.0051	-
2.1493	20150	0.0026	-
2.1547	20200	0.0037	-
2.16	20250	0.0013	-
2.1653	20300	0.0048	-
2.1707	20350	0.005	-
2.176	20400	0.0032	-
2.1813	20450	0.0064	-
2.1867	20500	0.0047	-
2.192	20550	0.0074	-
2.1973	20600	0.0067	-
2.2027	20650	0.0047	-
2.208	20700	0.0013	-
2.2133	20750	0.0067	-
2.2187	20800	0.006	-
2.224	20850	0.0012	-
2.2293	20900	0.0045	-
2.2347	20950	0.0029	-
2.24	21000	0.0042	-
2.2453	21050	0.0047	-
2.2507	21100	0.0027	-
2.2560	21150	0.0029	-
2.2613	21200	0.006	-
2.2667	21250	0.0037	-
2.2720	21300	0.0027	-
2.2773	21350	0.003	-
2.2827	21400	0.0035	-
2.288	21450	0.0028	-
2.2933	21500	0.004	-
2.2987	21550	0.0025	-
2.304	21600	0.0028	-
2.3093	21650	0.0044	-
2.3147	21700	0.0051	-
2.32	21750	0.0041	-
2.3253	21800	0.0019	-
2.3307	21850	0.0043	-
2.336	21900	0.0015	-
2.3413	21950	0.0058	-
2.3467	22000	0.0026	-
2.352	22050	0.0027	-
2.3573	22100	0.0011	-
2.3627	22150	0.0038	-
2.368	22200	0.0025	-
2.3733	22250	0.0042	-
2.3787	22300	0.0049	-
2.384	22350	0.0022	-
2.3893	22400	0.0031	-
2.3947	22450	0.0026	-
2.4	22500	0.0009	-
2.4053	22550	0.0037	-
2.4107	22600	0.003	-
2.416	22650	0.0099	-
2.4213	22700	0.0052	-
2.4267	22750	0.0017	-
2.432	22800	0.0039	-
2.4373	22850	0.0036	-
2.4427	22900	0.0053	-
2.448	22950	0.0057	-
2.4533	23000	0.0029	-
2.4587	23050	0.0011	-
2.464	23100	0.003	-
2.4693	23150	0.0022	-
2.4747	23200	0.0025	-
2.48	23250	0.0018	-
2.4853	23300	0.0011	-
2.4907	23350	0.0036	-
2.496	23400	0.0028	-
2.5013	23450	0.0022	-
2.5067	23500	0.0011	-
2.512	23550	0.0044	-
2.5173	23600	0.0052	-
2.5227	23650	0.0039	-
2.528	23700	0.0061	-
2.5333	23750	0.0022	-
2.5387	23800	0.0039	-
2.544	23850	0.0036	-
2.5493	23900	0.0033	-
2.5547	23950	0.0017	-
2.56	24000	0.0009	-
2.5653	24050	0.0018	-
2.5707	24100	0.0024	-
2.576	24150	0.0045	-
2.5813	24200	0.0011	-
2.5867	24250	0.0024	-
2.592	24300	0.0027	-
2.5973	24350	0.001	-
2.6027	24400	0.0026	-
2.608	24450	0.0022	-
2.6133	24500	0.0036	-
2.6187	24550	0.0036	-
2.624	24600	0.0017	-
2.6293	24650	0.0043	-
2.6347	24700	0.0031	-
2.64	24750	0.0035	-
2.6453	24800	0.0031	-
2.6507	24850	0.0021	-
2.656	24900	0.0018	-
2.6613	24950	0.0021	-
2.6667	25000	0.0039	-
2.672	25050	0.0013	-
2.6773	25100	0.0024	-
2.6827	25150	0.0036	-
2.6880	25200	0.0023	-
2.6933	25250	0.0042	-
2.6987	25300	0.002	-
2.7040	25350	0.0058	-
2.7093	25400	0.0022	-
2.7147	25450	0.0034	-
2.7200	25500	0.0021	-
2.7253	25550	0.0049	-
2.7307	25600	0.0009	-
2.7360	25650	0.0069	-
2.7413	25700	0.0039	-
2.7467	25750	0.0024	-
2.752	25800	0.0031	-
2.7573	25850	0.0067	-
2.7627	25900	0.005	-
2.768	25950	0.0037	-
2.7733	26000	0.0045	-
2.7787	26050	0.0043	-
2.784	26100	0.004	-
2.7893	26150	0.0052	-
2.7947	26200	0.0008	-
2.8	26250	0.002	-
2.8053	26300	0.001	-
2.8107	26350	0.0034	-
2.816	26400	0.0031	-
2.8213	26450	0.0019	-
2.8267	26500	0.0008	-
2.832	26550	0.0057	-
2.8373	26600	0.0027	-
2.8427	26650	0.0008	-
2.848	26700	0.0022	-
2.8533	26750	0.0032	-
2.8587	26800	0.0029	-
2.864	26850	0.0009	-
2.8693	26900	0.0022	-
2.8747	26950	0.0023	-
2.88	27000	0.0019	-
2.8853	27050	0.0031	-
2.8907	27100	0.002	-
2.896	27150	0.0021	-
2.9013	27200	0.0029	-
2.9067	27250	0.0006	-
2.912	27300	0.0033	-
2.9173	27350	0.0031	-
2.9227	27400	0.0012	-
2.928	27450	0.0009	-
2.9333	27500	0.0021	-
2.9387	27550	0.0014	-
2.944	27600	0.0063	-
2.9493	27650	0.0029	-
2.9547	27700	0.0027	-
2.96	27750	0.0028	-
2.9653	27800	0.0018	-
2.9707	27850	0.0028	-
2.976	27900	0.0019	-
2.9813	27950	0.0027	-
2.9867	28000	0.0024	-
2.992	28050	0.0007	-
2.9973	28100	0.0009	-
3.0027	28150	0.0033	-
3.008	28200	0.0033	-
3.0133	28250	0.0032	-
3.0187	28300	0.0023	-
3.024	28350	0.0038	-
3.0293	28400	0.0011	-
3.0347	28450	0.0035	-
3.04	28500	0.0047	-
3.0453	28550	0.0007	-
3.0507	28600	0.004	-
3.056	28650	0.0019	-
3.0613	28700	0.0052	-
3.0667	28750	0.0022	-
3.072	28800	0.0013	-
3.0773	28850	0.0012	-
3.0827	28900	0.0031	-
3.088	28950	0.002	-
3.0933	29000	0.0018	-
3.0987	29050	0.0019	-
3.104	29100	0.0046	-
3.1093	29150	0.001	-
3.1147	29200	0.0017	-
3.12	29250	0.0008	-
3.1253	29300	0.0006	-
3.1307	29350	0.0024	-
3.136	29400	0.0016	-
3.1413	29450	0.0028	-
3.1467	29500	0.0033	-
3.152	29550	0.0025	-
3.1573	29600	0.0008	-
3.1627	29650	0.003	-
3.168	29700	0.0007	-
3.1733	29750	0.0007	-
3.1787	29800	0.0018	-
3.184	29850	0.0081	-
3.1893	29900	0.0021	-
3.1947	29950	0.0011	-
3.2	30000	0.0005	-
3.2053	30050	0.0039	-
3.2107	30100	0.0042	-
3.216	30150	0.0007	-
3.2213	30200	0.0065	-
3.2267	30250	0.003	-
3.232	30300	0.0045	-
3.2373	30350	0.0008	-
3.2427	30400	0.0029	-
3.248	30450	0.0008	-
3.2533	30500	0.0026	-
3.2587	30550	0.0048	-
3.2640	30600	0.0035	-
3.2693	30650	0.0024	-
3.2747	30700	0.0042	-
3.2800	30750	0.0005	-
3.2853	30800	0.0048	-
3.2907	30850	0.0007	-
3.296	30900	0.0029	-
3.3013	30950	0.0014	-
3.3067	31000	0.0032	-
3.312	31050	0.0019	-
3.3173	31100	0.0014	-
3.3227	31150	0.0006	-
3.328	31200	0.0018	-
3.3333	31250	0.0044	-
3.3387	31300	0.0042	-
3.344	31350	0.0021	-
3.3493	31400	0.0051	-
3.3547	31450	0.0029	-
3.36	31500	0.0015	-
3.3653	31550	0.003	-
3.3707	31600	0.0048	-
3.376	31650	0.0018	-
3.3813	31700	0.0025	-
3.3867	31750	0.0013	-
3.392	31800	0.0012	-
3.3973	31850	0.0016	-
3.4027	31900	0.0028	-
3.408	31950	0.0019	-
3.4133	32000	0.0025	-
3.4187	32050	0.0019	-
3.424	32100	0.0008	-
3.4293	32150	0.0021	-
3.4347	32200	0.0017	-
3.44	32250	0.0027	-
3.4453	32300	0.0018	-
3.4507	32350	0.002	-
3.456	32400	0.0009	-
3.4613	32450	0.0015	-
3.4667	32500	0.0008	-
3.472	32550	0.0016	-
3.4773	32600	0.0014	-
3.4827	32650	0.0005	-
3.488	32700	0.0041	-
3.4933	32750	0.004	-
3.4987	32800	0.0005	-
3.504	32850	0.0026	-
3.5093	32900	0.0028	-
3.5147	32950	0.0022	-
3.52	33000	0.0038	-
3.5253	33050	0.004	-
3.5307	33100	0.0005	-
3.536	33150	0.001	-
3.5413	33200	0.0038	-
3.5467	33250	0.0011	-
3.552	33300	0.0006	-
3.5573	33350	0.0018	-
3.5627	33400	0.0037	-
3.568	33450	0.0032	-
3.5733	33500	0.002	-
3.5787	33550	0.0017	-
3.584	33600	0.0018	-
3.5893	33650	0.0039	-
3.5947	33700	0.0029	-
3.6	33750	0.0038	-
3.6053	33800	0.0031	-
3.6107	33850	0.0027	-
3.616	33900	0.0026	-
3.6213	33950	0.0023	-
3.6267	34000	0.0073	-
3.632	34050	0.0039	-
3.6373	34100	0.0006	-
3.6427	34150	0.0007	-
3.648	34200	0.0016	-
3.6533	34250	0.0025	-
3.6587	34300	0.0005	-
3.664	34350	0.004	-
3.6693	34400	0.0015	-
3.6747	34450	0.0008	-
3.68	34500	0.0017	-
3.6853	34550	0.0035	-
3.6907	34600	0.0008	-
3.6960	34650	0.0014	-
3.7013	34700	0.0026	-
3.7067	34750	0.0005	-
3.7120	34800	0.0027	-
3.7173	34850	0.0006	-
3.7227	34900	0.0005	-
3.7280	34950	0.0012	-
3.7333	35000	0.0018	-
3.7387	35050	0.0015	-
3.7440	35100	0.0017	-
3.7493	35150	0.0009	-
3.7547	35200	0.0016	-
3.76	35250	0.0027	-
3.7653	35300	0.0039	-
3.7707	35350	0.0016	-
3.776	35400	0.002	-
3.7813	35450	0.0015	-
3.7867	35500	0.0015	-
3.792	35550	0.0006	-
3.7973	35600	0.0029	-
3.8027	35650	0.0028	-
3.808	35700	0.0005	-
3.8133	35750	0.0026	-
3.8187	35800	0.0005	-
3.824	35850	0.0004	-
3.8293	35900	0.0015	-
3.8347	35950	0.0037	-
3.84	36000	0.0005	-
3.8453	36050	0.0015	-
3.8507	36100	0.0009	-
3.856	36150	0.0019	-
3.8613	36200	0.0026	-
3.8667	36250	0.0018	-
3.872	36300	0.0005	-
3.8773	36350	0.0027	-
3.8827	36400	0.003	-
3.888	36450	0.0018	-
3.8933	36500	0.0027	-
3.8987	36550	0.0038	-
3.904	36600	0.0005	-
3.9093	36650	0.0026	-
3.9147	36700	0.0024	-
3.92	36750	0.0013	-
3.9253	36800	0.0035	-
3.9307	36850	0.0018	-
3.936	36900	0.0007	-
3.9413	36950	0.0007	-
3.9467	37000	0.0043	-
3.952	37050	0.0017	-
3.9573	37100	0.0036	-
3.9627	37150	0.0018	-
3.968	37200	0.0012	-
3.9733	37250	0.0024	-
3.9787	37300	0.0005	-
3.984	37350	0.005	-
3.9893	37400	0.002	-
3.9947	37450	0.0031	-
4.0	37500	0.0005	-
4.0053	37550	0.0015	-
4.0107	37600	0.0015	-
4.016	37650	0.0017	-
4.0213	37700	0.0012	-
4.0267	37750	0.0027	-
4.032	37800	0.0013	-
4.0373	37850	0.0016	-
4.0427	37900	0.0016	-
4.048	37950	0.0038	-
4.0533	38000	0.0016	-
4.0587	38050	0.0014	-
4.064	38100	0.0005	-
4.0693	38150	0.0005	-
4.0747	38200	0.0039	-
4.08	38250	0.0014	-
4.0853	38300	0.0007	-
4.0907	38350	0.0009	-
4.096	38400	0.0024	-
4.1013	38450	0.0024	-
4.1067	38500	0.0005	-
4.112	38550	0.0016	-
4.1173	38600	0.0004	-
4.1227	38650	0.0009	-
4.128	38700	0.0005	-
4.1333	38750	0.0009	-
4.1387	38800	0.0027	-
4.144	38850	0.003	-
4.1493	38900	0.0036	-
4.1547	38950	0.0008	-
4.16	39000	0.0016	-
4.1653	39050	0.001	-
4.1707	39100	0.0005	-
4.176	39150	0.0013	-
4.1813	39200	0.0005	-
4.1867	39250	0.0011	-
4.192	39300	0.0005	-
4.1973	39350	0.005	-
4.2027	39400	0.0028	-
4.208	39450	0.0027	-
4.2133	39500	0.0029	-
4.2187	39550	0.0016	-
4.224	39600	0.0019	-
4.2293	39650	0.0014	-
4.2347	39700	0.0017	-
4.24	39750	0.0005	-
4.2453	39800	0.0015	-
4.2507	39850	0.0025	-
4.256	39900	0.0017	-
4.2613	39950	0.0016	-
4.2667	40000	0.0024	-
4.272	40050	0.0009	-
4.2773	40100	0.0019	-
4.2827	40150	0.0008	-
4.288	40200	0.0026	-
4.2933	40250	0.0024	-
4.2987	40300	0.0009	-
4.304	40350	0.0006	-
4.3093	40400	0.0014	-
4.3147	40450	0.001	-
4.32	40500	0.0021	-
4.3253	40550	0.0016	-
4.3307	40600	0.0015	-
4.336	40650	0.0016	-
4.3413	40700	0.001	-
4.3467	40750	0.0013	-
4.352	40800	0.001	-
4.3573	40850	0.0003	-
4.3627	40900	0.0005	-
4.368	40950	0.0024	-
4.3733	41000	0.0012	-
4.3787	41050	0.0006	-
4.384	41100	0.0038	-
4.3893	41150	0.0014	-
4.3947	41200	0.0005	-
4.4	41250	0.0005	-
4.4053	41300	0.0016	-
4.4107	41350	0.0011	-
4.416	41400	0.0037	-
4.4213	41450	0.0005	-
4.4267	41500	0.0015	-
4.432	41550	0.0029	-
4.4373	41600	0.0026	-
4.4427	41650	0.0023	-
4.448	41700	0.0006	-
4.4533	41750	0.0014	-
4.4587	41800	0.0018	-
4.464	41850	0.0023	-
4.4693	41900	0.0018	-
4.4747	41950	0.0033	-
4.48	42000	0.0006	-
4.4853	42050	0.0035	-
4.4907	42100	0.0022	-
4.496	42150	0.0058	-
4.5013	42200	0.0047	-
4.5067	42250	0.0011	-
4.5120	42300	0.0027	-
4.5173	42350	0.0028	-
4.5227	42400	0.0004	-
4.5280	42450	0.0019	-
4.5333	42500	0.0015	-
4.5387	42550	0.0016	-
4.5440	42600	0.0013	-
4.5493	42650	0.0005	-
4.5547	42700	0.0019	-
4.5600	42750	0.0015	-
4.5653	42800	0.0016	-
4.5707	42850	0.0027	-
4.576	42900	0.0023	-
4.5813	42950	0.0005	-
4.5867	43000	0.0016	-
4.592	43050	0.0035	-
4.5973	43100	0.0012	-
4.6027	43150	0.0009	-
4.608	43200	0.0026	-
4.6133	43250	0.0021	-
4.6187	43300	0.0016	-
4.624	43350	0.0019	-
4.6293	43400	0.0014	-
4.6347	43450	0.0051	-
4.64	43500	0.0032	-
4.6453	43550	0.0014	-
4.6507	43600	0.0013	-
4.656	43650	0.0004	-
4.6613	43700	0.001	-
4.6667	43750	0.0005	-
4.672	43800	0.0012	-
4.6773	43850	0.0026	-
4.6827	43900	0.0005	-
4.688	43950	0.0011	-
4.6933	44000	0.0005	-
4.6987	44050	0.0022	-
4.704	44100	0.0016	-
4.7093	44150	0.0028	-
4.7147	44200	0.0013	-
4.72	44250	0.0008	-
4.7253	44300	0.0005	-
4.7307	44350	0.0018	-
4.736	44400	0.0014	-
4.7413	44450	0.0033	-
4.7467	44500	0.0025	-
4.752	44550	0.0016	-
4.7573	44600	0.0011	-
4.7627	44650	0.0004	-
4.768	44700	0.0017	-
4.7733	44750	0.004	-
4.7787	44800	0.0026	-
4.784	44850	0.0004	-
4.7893	44900	0.002	-
4.7947	44950	0.0023	-
4.8	45000	0.0015	-
4.8053	45050	0.0027	-
4.8107	45100	0.0004	-
4.816	45150	0.0015	-
4.8213	45200	0.0037	-
4.8267	45250	0.002	-
4.832	45300	0.0026	-
4.8373	45350	0.0028	-
4.8427	45400	0.0016	-
4.848	45450	0.0024	-
4.8533	45500	0.0031	-
4.8587	45550	0.0012	-
4.864	45600	0.0005	-
4.8693	45650	0.0026	-
4.8747	45700	0.0009	-
4.88	45750	0.002	-
4.8853	45800	0.0008	-
4.8907	45850	0.0039	-
4.896	45900	0.0004	-
4.9013	45950	0.0023	-
4.9067	46000	0.0032	-
4.912	46050	0.0037	-
4.9173	46100	0.0005	-
4.9227	46150	0.0022	-
4.928	46200	0.0024	-
4.9333	46250	0.0006	-
4.9387	46300	0.0015	-
4.944	46350	0.0033	-
4.9493	46400	0.0018	-
4.9547	46450	0.0023	-
4.96	46500	0.0041	-
4.9653	46550	0.0011	-
4.9707	46600	0.0013	-
4.976	46650	0.0005	-
4.9813	46700	0.0015	-
4.9867	46750	0.0005	-
4.992	46800	0.0008	-
4.9973	46850	0.0011	-

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: 0.21.1

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}
}