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cfs-binary-setfit

Text Classification
setfit
Safetensors
sentence-transformers
mpnet
generated_from_setfit_trainer
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metadata
library_name: setfit
metrics:
  - accuracy
pipeline_tag: text-classification
tags:
  - setfit
  - sentence-transformers
  - text-classification
  - generated_from_setfit_trainer
widget:
  - text: "Consistent CFE_PSP_Main implementation\nRTEMS PSP hardcodes \"/cf/cfe_es_startup.scr\", but mcp750 and pc-linux both use the CFE_PLATFORM_ES_NONVOL_STARTUP_FILE.\r\n\r\nInconsistent implementations.\r\n\r\nFrom #102  (solved here):\r\ncfe_psp_start.c for mcp750 VxWorks has StartupFilePath as an input parameter to CFE_PSP_Main, but calls CFE_ES_Main with CFE_PLATFORM_ES_NONVOL_STARTUP_FILE.\r\n\r\nConfusing implementation... looks like at least the pc-linux PSP only uses CFE_PLATFORM_ES_NONVOL_STARTUP_FILE (but a different prototype)."
  - text: "Fix input options handling dashes\n**Describe the bug**\r\nThe \"help\" option is triggered by `-help` which only uses one dash. Full-word options should use double dashes.\r\n\r\n**To Reproduce**\r\nSee code\r\n\r\n```\r\nif ((argc != 2) || (strncmp(argv[1], \"-help\", 100) == 0))\r\n    {\r\n        printf(\"\\ncFE TS CRC calculator: \\%s\\n\", CFE_TS_CRC_VERSION_STRING);\r\n        printf(\"\\nUsage: cfe_ts_crc [filename]\\n\");\r\n        exit(0);\r\n    }\r\n```\r\n\r\n**Expected behavior**\r\nUse `--help` instead\r\n\r\n**Code snips**\r\nIf applicable, add references to the software.\r\n\r\n**System observed on:**\r\nSource code\r\n\r\n**Additional context**\r\nNone\r\n\r\n**Reporter Info**\r\nGerardo E. Cruz-Ortiz, NASA-GSFC"
  - text: "OS_TaskExit() on VxWorks causes task table owner to be the deleted task\n**Describe the bug**\r\nOS_TaskExit() calls OS_ObjectIdFinalizeDelete(). This function sets  the task's record->active_id to 0, which is also being used as the task ID on VxWorks. ObjectIdFinalizeDelete() subsequently calls OS_Unlock_Global, which errors out and does not clear the owner, as the task ID is now zeroed out and does not match the owner of the table. This does not occur on Linux\r\n\r\n**To Reproduce**\r\nSteps to reproduce the behavior:\r\nOn VxWorks, call CFE_ES_ExitChildTask with OSAL_CONFIG_DEBUG_PRINTF  enabled\r\n\r\n**Expected behavior**\r\nError message should not be printed out\r\n\r\n**Code snips**\r\nhttps://github.com/nasa/osal/blob/1a826576f8dd9eb37f47da0e633b1d4712b8ac61/src/os/shared/src/osapi-idmap.c#L745-L777\r\nhttps://github.com/nasa/osal/blob/1a826576f8dd9eb37f47da0e633b1d4712b8ac61/src/os/shared/src/osapi-idmap.c#L625-L676\r\nhttps://github.com/nasa/osal/blob/1a826576f8dd9eb37f47da0e633b1d4712b8ac61/src/os/vxworks/src/os-impl-tasks.c#L385-L413\r\nhttps://github.com/nasa/osal/blob/1a826576f8dd9eb37f47da0e633b1d4712b8ac61/src/os/posix/src/os-impl-tasks.c#L736-L751\r\n\r\n**System observed on:**\r\n - SP0\r\n - OS: VxWorks 6.9\r\n - Versions: CFE 6.8, OSAL  5.1.0-rc1+dev16, \r\n\r\n**Additional context**\r\nSee attached screenshots for stack traces\r\n![image](https://user-images.githubusercontent.com/63735778/98269251-82b02900-1f5b-11eb-83f9-0af820169aa8.png)\r\n![image](https://user-images.githubusercontent.com/63735778/98269098-5b595c00-1f5b-11eb-836c-4abd911c123e.png)\r\n**Reporter Info**\r\nJohn N. Pham, Northrop Grumman\r\n\r\n\r\n"
  - text: "Outdated License(?)\nMany files in the PSP (and one in the CFS) contain a file license header that seems to be outdated?  It doesn't reference the NOSA, and seems to include restrictions that are in conflict with the NOSA (see the 2nd paragraph).  Note, Working with the SourceForge cFE release.\r\n\r\nAn example:\r\n{{{\r\n**      Copyright (c) 2004-2006, United States government as represented by the\r\n**      administrator of the National Aeronautics Space Administration.\r\n**      All rights reserved. This software(cFE) was created at NASA Goddard\r\n**      Space Flight Center pursuant to government contracts.\r\n**\r\n**      This software may be used only pursuant to a United States government\r\n**      sponsored project and the United States government may not be charged\r\n**      for use thereof.\r\n}}}\r\n\r\nA quick grep showed these files:\r\n{{{\r\nfind . -type f -exec grep -li \"This software may be used only\" {} \\;\r\n./CFS/hs/fsw/unit_test/cfe_psp_timer.c\r\n./cFE/psp/fsw/mcp750-vxworks6.4/inc/psp_version.h\r\n./cFE/psp/fsw/mcp750-vxworks6.4/inc/cfe_psp_config.h\r\n./cFE/psp/fsw/mcp750-vxworks6.4/src/cfe_psp_support.c\r\n./cFE/psp/fsw/mcp750-vxworks6.4/src/cfe_psp_start.c\r\n./cFE/psp/fsw/mcp750-vxworks6.4/src/cfe_psp_ssr.c\r\n./cFE/psp/fsw/mcp750-vxworks6.4/src/cfe_psp_voltab.c\r\n./cFE/psp/fsw/mcp750-vxworks6.4/src/cfe_psp_exception.c\r\n./cFE/psp/fsw/mcp750-vxworks6.4/src/cfe_psp_watchdog.c\r\n./cFE/psp/fsw/mcp750-vxworks6.4/src/cfe_psp_timer.c\r\n./cFE/psp/fsw/mcp750-vxworks6.4/src/cfe_psp_memory.c\r\n./cFE/psp/fsw/inc/cfe_psp.h\r\n./cFE/psp/fsw/arm-linux/inc/psp_version.h\r\n./cFE/psp/fsw/arm-linux/inc/cfe_psp_config.h\r\n./cFE/psp/fsw/arm-linux/src/cfe_psp_support.c\r\n./cFE/psp/fsw/arm-linux/src/cfe_psp_start.c\r\n./cFE/psp/fsw/arm-linux/src/cfe_psp_ssr.c\r\n./cFE/psp/fsw/arm-linux/src/cfe_psp_voltab.c\r\n./cFE/psp/fsw/arm-linux/src/cfe_psp_exception.c\r\n./cFE/psp/fsw/arm-linux/src/cfe_psp_watchdog.c\r\n./cFE/psp/fsw/arm-linux/src/cfe_psp_timer.c\r\n./cFE/psp/fsw/arm-linux/src/cfe_psp_memory.c\r\n./cFE/psp/fsw/pc-cygwin/inc/psp_version.h\r\n./cFE/psp/fsw/pc-cygwin/inc/cfe_psp_config.h\r\n./cFE/psp/fsw/pc-cygwin/src/cfe_psp_support.c\r\n./cFE/psp/fsw/pc-cygwin/src/cfe_psp_start.c\r\n./cFE/psp/fsw/pc-cygwin/src/cfe_psp_ssr.c\r\n./cFE/psp/fsw/pc-cygwin/src/cfe_psp_voltab.c\r\n./cFE/psp/fsw/pc-cygwin/src/cfe_psp_exception.c\r\n./cFE/psp/fsw/pc-cygwin/src/cfe_psp_watchdog.c\r\n./cFE/psp/fsw/pc-cygwin/src/cfe_psp_timer.c\r\n./cFE/psp/fsw/pc-cygwin/src/cfe_psp_memory.c\r\n./cFE/psp/fsw/mac-osx/inc/psp_version.h\r\n./cFE/psp/fsw/mac-osx/inc/cfe_psp_config.h\r\n./cFE/psp/fsw/mac-osx/src/cfe_psp_support.c\r\n./cFE/psp/fsw/mac-osx/src/cfe_psp_start.c\r\n./cFE/psp/fsw/mac-osx/src/cfe_psp_ssr.c\r\n./cFE/psp/fsw/mac-osx/src/cfe_psp_voltab.c\r\n./cFE/psp/fsw/mac-osx/src/cfe_psp_exception.c\r\n./cFE/psp/fsw/mac-osx/src/cfe_psp_watchdog.c\r\n./cFE/psp/fsw/mac-osx/src/cfe_psp_timer.c\r\n./cFE/psp/fsw/mac-osx/src/cfe_psp_memory.c\r\n./cFE/psp/fsw/pc-linux/inc/psp_version.h\r\n./cFE/psp/fsw/pc-linux/inc/cfe_psp_config.h\r\n./cFE/psp/fsw/pc-linux/src/cfe_psp_support.c\r\n./cFE/psp/fsw/pc-linux/src/cfe_psp_start.c\r\n./cFE/psp/fsw/pc-linux/src/cfe_psp_ssr.c\r\n./cFE/psp/fsw/pc-linux/src/cfe_psp_voltab.c\r\n./cFE/psp/fsw/pc-linux/src/cfe_psp_exception.c\r\n./cFE/psp/fsw/pc-linux/src/cfe_psp_watchdog.c\r\n./cFE/psp/fsw/pc-linux/src/cfe_psp_timer.c\r\n./cFE/psp/fsw/pc-linux/src/cfe_psp_memory.c\r\n./cFE/psp/fsw/grut699-vxworks6/inc/psp_version.h\r\n./cFE/psp/fsw/grut699-vxworks6/inc/cfe_psp_config.h\r\n./cFE/psp/fsw/grut699-vxworks6/src/cfe_psp_support.c\r\n./cFE/psp/fsw/grut699-vxworks6/src/cfe_psp_start.c\r\n./cFE/psp/fsw/grut699-vxworks6/src/cfe_psp_ssr.c\r\n./cFE/psp/fsw/grut699-vxworks6/src/cfe_psp_voltab.c\r\n./cFE/psp/fsw/grut699-vxworks6/src/cfe_psp_exception.c\r\n./cFE/psp/fsw/grut699-vxworks6/src/cfe_psp_watchdog.c\r\n./cFE/psp/fsw/grut699-vxworks6/src/cfe_psp_timer.c\r\n./cFE/psp/fsw/grut699-vxworks6/src/cfe_psp_memory.c\r\n./cFE/psp/fsw/mcf5235-rtems/inc/psp_version.h\r\n./cFE/psp/fsw/mcf5235-rtems/inc/cfe_psp_config.h\r\n./cFE/psp/fsw/mcf5235-rtems/src/cfe_psp_support.c\r\n./cFE/psp/fsw/mcf5235-rtems/src/cfe_psp_start.c\r\n./cFE/psp/fsw/mcf5235-rtems/src/cfe_psp_ssr.c\r\n./cFE/psp/fsw/mcf5235-rtems/src/cfe_psp_voltab.c\r\n./cFE/psp/fsw/mcf5235-rtems/src/cfe_psp_exception.c\r\n./cFE/psp/fsw/mcf5235-rtems/src/cfe_psp_watchdog.c\r\n./cFE/psp/fsw/mcf5235-rtems/src/cfe_psp_timer.c\r\n./cFE/psp/fsw/mcf5235-rtems/src/cfe_psp_memory.c\r\n}}}\r\n"
  - text: "Use a changelog to keep track of changes instead of having them in the Readme \n**Is your feature request related to a problem? Please describe.**\r\nThe version history in the Readme file clutters useful information\r\n\r\n**Describe the solution you'd like**\r\nMove the \"version history\" from `Readme.md` to `CHANGELOG.md` and start following this spec: https://keepachangelog.com/en/1.0.0/\r\n\r\n**Describe alternatives you've considered**\r\nMove changelog section in the readme to a section at the very bottom of the file\r\n\r\n**Additional context**\r\nNone\r\n\r\n**Requester Info**\r\nGerardo E. Cruz-Ortiz, NASA-GSFC\r\n"
inference: true

SetFit

This is a SetFit model that can be used for Text Classification. 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
  • Classification head: a LogisticRegression instance
  • Maximum Sequence Length: 384 tokens
  • Number of Classes: 2 classes

Model Sources

Model Labels

Label Examples
non-bug
  • "Define file subtype value behavior/expectations\nIs your feature request related to a problem? Please describe.\r\nNot clear if the CFE_FS_InitHeader SubType needs to be one of the FS enums or if it can be user defined by apps. Note there is no longer a shell file created by ES:\r\nhttps://github.com/nasa/cFE/blob/e80aae94e0f56b868657daba965c590766a4dc57/modules/core_api/fsw/inc/cfe_fs_extern_typedefs.h#L101-L108\r\n\r\nDescribe the solution you'd like\r\nNeed to determine if FS should define all file subtypes, or treat it as an extendable field (or whatever). That will affect if the SHELL subtype gets removed or renamed (since there is still an app that would create it). Note right now apps don't even use CFE_FS_InitHeader, but they do currently set unique values.\r\n\r\nDescribe alternatives you've considered\r\nNone\r\n\r\nAdditional context\r\nCode review\r\n\r\nRequester Info\r\nJacob Hageman - NASA/GSFC\r\n"
  • 'Disambiguate command vs message requirements \nIs your feature request related to a problem? Please describe.\r\n"Command" terminology has been used for both ground commands (that increment command counters) and inter-app commands (that typically do not increment command counters). So it's unclear in the requirement which sort of use case is intended.\r\n\r\nDescribe the solution you'd like\r\n"Command" is ground command with additional associated behavior (increments command counters), "Message" is typical sb message that does not increment command counter.\r\n\r\nDescribe alternatives you've considered\r\nNone\r\n\r\nAdditional context\r\nDiscovered during requirements scrub, helps clarify what impacts command counter.\r\n\r\nRequester Info\r\nJacob Hageman - NASA/GSFC\r\n'
  • "Improve table handling\nIs your feature request related to a problem? Please describe.\r\nDoesn't actually allow table management within the task loop\r\n\r\nDescribe the solution you'd like\r\nActually follow the table management pattern, allowing updates (should be a decent example)\r\n\r\nDescribe alternatives you've considered\r\nN/A\r\n\r\nAdditional context\r\nN/A\r\n\r\nRequester Info\r\nJacob Hageman - NASA/GSFC"
bug
  • 'CFE_PLATFORM_ES_PERF_MAX_IDS not fully deprecated\nDescribe the bug\r\nCFE_PLATFORM_ES_PERF_MAX_IDS was superseded by CFE_MISSION_ES_PERF_MAX_IDS as noted in this comment: https://github.com/nasa/cFE/search?q=CFE_PLATFORM_ES_PERF_MAX_IDS. However, sample cpu1_platform_cfg.h still contains the definition for CFE_PLATFORM_ES_PERF_MAX_IDS is still referenced in es_UT.c and comments in cfe_es_events.h and sample_perfids.h\r\n\r\nTo Reproduce\r\nN/A\r\n\r\nExpected behavior\r\nEither CFE_PLATFORM_ES_PERF_MAX_IDS should be totally deprecated and all references should be replaced by CFE_MISSION_ES_PERF_MAX_IDS or (if deemed necessary) support for platform-specific max values should be re-added in the perf-log implementation.\r\n\r\nCode snips\r\ncfe/cmake/sample_defs/cpu1_platform_cfg.h:1978\r\ncfe/fsw/cfe-core/src/inc/cfe_es_events.h:1046\r\ncfe/fsw/cfe-core/unit-test/es_UT.c:3664\r\n\r\nSystem observed on:\r\nN/A\r\n\r\nAdditional context\r\nN/A\r\n\r\nReporter Info\r\nPJ Chapates Gateway Vehicle System Manager FSW Production, JSC\r\n'
  • 'CF Purge Queue Command Opcode Not Defined\nThis issue was imported from the GSFC issue tracking system\r\n\r\n_Imported from_: [GSFCCFS-1765] CF Purge Queue Command Opcode Not Defined\r\n_Originally submitted by_: Maldonado, Sergio E. (GSFC-580.0)[Arctic Slope Technical Services, Inc.] on Fri Oct 29 11:03:57 2021\r\n\r\n_Original Description_:\r\nThe command opcode for Purge Queue is not present in the CF\_CMDS enumeration in cf\_msg.h. It should be present with a value of 21. The command dispatch table in cf\_cmd.c does have an entry for the command, as well as the implementation. Without the opcode defined, the command cannot be verified at the functional level. '
  • "File age check logic is wrong\nChecklist (Please check before submitting)\r\n\r\n [x] I reviewed the Contributing Guide.\r\n [x] I performed a cursory search to see if the bug report is relevant, not redundant, nor in conflict with other tickets.\r\n\r\nDescribe the bug\r\nProduces ~17 files in 10 minutes when requesting 1 file per minute\r\n\r\nTo Reproduce\r\n1. Enable a 1 file per minute config\r\n2. Watch ~17 files get produced\r\n\r\nExpected behavior\r\n1 file per minute when configured to do so\r\n\r\nCode snips\r\nThe problem is how file age is accumulated. W/ the default config, 4 seconds are added every HK message, and another second is added every 1 second SB timeout. So within the typical 4 second scheduled HK request the file age gets incremented by 7 seconds (4 from HK processing and 3 from SB timeouts).\r\n\r\nhttps://github.com/nasa/DS/blob/ce988535edffd6b36cc1083e10988c2d0a4a38db/fsw/src/ds_app.c#L124\r\nhttps://github.com/nasa/DS/blob/ce988535edffd6b36cc1083e10988c2d0a4a38db/fsw/src/ds_app.c#L520\r\n\r\nReally the time accumulation logic is broken since it's going to vary based on receiving any other command that would cause SB not to timeout.\r\n\r\nLikely needs a functional test update to catch this issue.\r\n\r\nSystem observed on:\r\nIndependent of system\r\n\r\nAdditional context\r\nNone\r\n\r\nReporter Info**\r\nJacob Hageman - NASA/GSFC"

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("setfit_model_id")
# Run inference
preds = model("Consistent CFE_PSP_Main implementation
RTEMS PSP hardcodes \"/cf/cfe_es_startup.scr\", but mcp750 and pc-linux both use the CFE_PLATFORM_ES_NONVOL_STARTUP_FILE.

Inconsistent implementations.

From #102  (solved here):
cfe_psp_start.c for mcp750 VxWorks has StartupFilePath as an input parameter to CFE_PSP_Main, but calls CFE_ES_Main with CFE_PLATFORM_ES_NONVOL_STARTUP_FILE.

Confusing implementation... looks like at least the pc-linux PSP only uses CFE_PLATFORM_ES_NONVOL_STARTUP_FILE (but a different prototype).")

Training Details

Training Set Metrics

Training set Min Median Max
Word count 1 110.5796 2778
Label Training Sample Count
bug 662
non-bug 1517

Training Hyperparameters

  • batch_size: (16, 2)
  • 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
  • l2_weight: 0.01
  • seed: 42
  • eval_max_steps: -1
  • load_best_model_at_end: False

Training Results

Epoch Step Training Loss Validation Loss
0.0002 1 0.4726 -
0.0092 50 0.2725 -
0.0184 100 0.2269 -
0.0275 150 0.2061 -
0.0367 200 0.2113 -
0.0459 250 0.1806 -
0.0551 300 0.1833 -
0.0642 350 0.1578 -
0.0734 400 0.1478 -
0.0826 450 0.1376 -
0.0918 500 0.1135 -
0.1010 550 0.1145 -
0.1101 600 0.1099 -
0.1193 650 0.0859 -
0.1285 700 0.0837 -
0.1377 750 0.0826 -
0.1468 800 0.0809 -
0.1560 850 0.0559 -
0.1652 900 0.0539 -
0.1744 950 0.0444 -
0.1836 1000 0.0376 -
0.1927 1050 0.0387 -
0.2019 1100 0.035 -
0.2111 1150 0.0317 -
0.2203 1200 0.029 -
0.2294 1250 0.0277 -
0.2386 1300 0.0108 -
0.2478 1350 0.0226 -
0.2570 1400 0.0105 -
0.2662 1450 0.02 -
0.2753 1500 0.016 -
0.2845 1550 0.0181 -
0.2937 1600 0.0184 -
0.3029 1650 0.0113 -
0.3120 1700 0.014 -
0.3212 1750 0.0101 -
0.3304 1800 0.0106 -
0.3396 1850 0.0101 -
0.3488 1900 0.0117 -
0.3579 1950 0.0115 -
0.3671 2000 0.0113 -
0.3763 2050 0.005 -
0.3855 2100 0.0062 -
0.3946 2150 0.0141 -
0.4038 2200 0.0096 -
0.4130 2250 0.0117 -
0.4222 2300 0.0051 -
0.4314 2350 0.0054 -
0.4405 2400 0.0049 -
0.4497 2450 0.0054 -
0.4589 2500 0.0027 -
0.4681 2550 0.0009 -
0.4772 2600 0.0021 -
0.4864 2650 0.005 -
0.4956 2700 0.0026 -
0.5048 2750 0.0025 -
0.5140 2800 0.0014 -
0.5231 2850 0.0005 -
0.5323 2900 0.0012 -
0.5415 2950 0.0027 -
0.5507 3000 0.0002 -
0.5598 3050 0.0012 -
0.5690 3100 0.0015 -
0.5782 3150 0.0001 -
0.5874 3200 0.0 -
0.5965 3250 0.0001 -
0.6057 3300 0.0011 -
0.6149 3350 0.0012 -
0.6241 3400 0.0043 -
0.6333 3450 0.0027 -
0.6424 3500 0.0007 -
0.6516 3550 0.0033 -
0.6608 3600 0.0005 -
0.6700 3650 0.0011 -
0.6791 3700 0.0023 -
0.6883 3750 0.0009 -
0.6975 3800 0.0012 -
0.7067 3850 0.0021 -
0.7159 3900 0.0003 -
0.7250 3950 0.0001 -
0.7342 4000 0.0001 -
0.7434 4050 0.0001 -
0.7526 4100 0.0023 -
0.7617 4150 0.0025 -
0.7709 4200 0.0001 -
0.7801 4250 0.0 -
0.7893 4300 0.0 -
0.7985 4350 0.001 -
0.8076 4400 0.0013 -
0.8168 4450 0.0002 -
0.8260 4500 0.0026 -
0.8352 4550 0.0002 -
0.8443 4600 0.0002 -
0.8535 4650 0.0 -
0.8627 4700 0.0001 -
0.8719 4750 0.0012 -
0.8811 4800 0.001 -
0.8902 4850 0.0001 -
0.8994 4900 0.001 -
0.9086 4950 0.0002 -
0.9178 5000 0.0002 -
0.9269 5050 0.001 -
0.9361 5100 0.0001 -
0.9453 5150 0.0021 -
0.9545 5200 0.0001 -
0.9637 5250 0.0001 -
0.9728 5300 0.0 -
0.9820 5350 0.0001 -
0.9912 5400 0.0002 -

Framework Versions

  • Python: 3.11.6
  • SetFit: 1.1.0
  • Sentence Transformers: 3.0.1
  • Transformers: 4.44.2
  • PyTorch: 2.4.1+cu121
  • Datasets: 2.21.0
  • Tokenizers: 0.19.1

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}
}