Model: MoritzLaurer/DeBERTa-v3-base-mnli-fever-anli
Author: MoritzLaurer
Pipeline: zero-shot-classification
Library: transformers
Tags: transformers, pytorch, safetensors, deberta-v2, text-classification, zero-shot-classification, en, dataset:multi_nli, dataset:facebook/anli, dataset:fever, arxiv:2006.03654, license:mit, model-index, endpoints_compatible, deploy:azure, region:us
Card metadata: language: en
license: mit
tags: text-classification, zero-shot-classification
datasets: multi_nli, facebook/anli, fever
metrics: accuracy
pipeline_tag: zero-shot-classification
model-index: name: MoritzLaurer/DeBERTa-v3-base-mnli-fever-anli
results: task: type: natural-language-inference
name: Natural Language Inference
dataset: name: anli
type: anli
config: plain_text
split: test_r3
metrics: type: accuracy
value: 0.495
name: Accuracy
verified: yes
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value: 0.4984740618243923
name: Precision Macro
verified: yes
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value: 0.495
name: Precision Micro
verified: yes
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value: 0.4984357572868885
name: Precision Weighted
verified: yes
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value: 0.49461028192371476
name: Recall Macro
verified: yes
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value: 0.495
name: Recall Micro
verified: yes
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value: 0.495
name: Recall Weighted
verified: yes
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value: 0.4942810999491704
name: F1 Macro
verified: yes
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value: 0.495
name: F1 Micro
verified: yes
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value: 0.4944671868893595
name: F1 Weighted
verified: yes
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value: 1.8788293600082397
name: loss
verified: yes
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name: Natural Language Inference
dataset: name: anli
type: anli
config: plain_text
split: test_r1
metrics: type: accuracy
value: 0.712
name: Accuracy
verified: yes
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value: 0.7134839439315348
name: Precision Macro
verified: yes
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value: 0.712
name: Precision Micro
verified: yes
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value: 0.7134676028447461
name: Precision Weighted
verified: yes
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value: 0.7119814425203647
name: Recall Macro
verified: yes
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value: 0.712
name: Recall Micro
verified: yes
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value: 0.712
name: Recall Weighted
verified: yes
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value: 0.7119226991285647
name: F1 Macro
verified: yes
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value: 0.712
name: F1 Micro
verified: yes
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name: F1 Weighted
verified: yes
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name: loss
verified: yes
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name: Natural Language Inference
dataset: name: multi_nli
type: multi_nli
config: default
split: validation_mismatched
metrics: type: accuracy
value: 0.902766476810415
name: Accuracy
verified: yes
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name: Precision Macro
verified: yes
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name: Precision Micro
verified: yes
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name: Precision Weighted
verified: yes
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name: Recall Macro
verified: yes
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name: Recall Micro
verified: yes
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verified: yes
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verified: yes
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name: loss
verified: yes
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name: Natural Language Inference
dataset: name: anli
type: anli
config: plain_text
split: dev_r1
metrics: type: accuracy
value: 0.737
name: Accuracy
verified: yes
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name: Precision Macro
verified: yes
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name: Precision Micro
verified: yes
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiN2QzYjQ4ZDZjOGU5YzI3YmFlMThlYTRkYTUyYWIyNzc4NDkwNzM1OWFiMTgyMzA0NDZmMGI3YTQxODBjM2EwMCIsInZlcnNpb24iOjF9.bvNWyzfct1CLJFx_EuD2GeKieVtyGJy0cwUBP2qJE1ey2i9SVn6n1Dr0AALTGBkxQ6n5-fJ61QFNufpdr2KvCA, type: precision
value: 0.7376755842752241
name: Precision Weighted
verified: yes
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiN2VmYWYzZWQwZmMzMDk0NTdlY2Y3NDkzYWY5ZTdmOGU0ZTUzZWE4YWFhZjVmODhkZmE1Njg4NjA5YjJmYWVhOSIsInZlcnNpb24iOjF9.50FQR2aoBpORLgYa7482ZTrRhT-KfIgv5ltBEHndUBMmqGF9Ru0LHENSGwyD_tO89sGPfiW32TxpbrNWiBdIBA, type: recall
value: 0.7369675064285843
name: Recall Macro
verified: yes
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZTM4OTAyNDYwNjY4Zjc5NDljNjBmNTg2Mzk4YjYxM2MyYTA0MDllYTMyNzEwOGI1ZTEwYWE3ZmU0NDZmZDg2NiIsInZlcnNpb24iOjF9.UvWBxuApNV3vd4hpgwqd6XPHCbkA_bB_Cw24ooquiOf0dstvjP3JvpGoDp5SniOzIOg3i2aYbcvFCLJqEXMZCQ, type: recall
value: 0.737
name: Recall Micro
verified: yes
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYmQ4MjMzNzRmNTI5NjIzNGQ0ZDFmZTA1MDU3OTk0MzYyMGI0NTMzZTZlMTQ1MDc1MzBkMGMzYjcxZjU1NDNjOSIsInZlcnNpb24iOjF9.kpbdXOpDG3CUB-kUEXsgFT3HWWIbu70wwzs2TNf0rhIuRrzdZz3dXXvwqu1BcLJTsOxl8G6NTiYXgnv-ul8lDg, type: recall
value: 0.737
name: Recall Weighted
verified: yes
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNmU1ZWJkNWE0NjczY2NiZWYyNzYyMzllNzZmZTIxNWRkYTEyZDgxN2E0NTNmM2ExMTc1ZWVjMzBiYjg0ZmM1MiIsInZlcnNpb24iOjF9.S6HHWCWnut_LJqXbEA_Z8ZOTtyq6V51ZeiA0qbwzr0hapDYZOZHrN4prvSLvoNv-GiYDYKatwIsAZxCZc5fmCA, type: f1
value: 0.7366853496239583
name: F1 Macro
verified: yes
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNzkxYmY2NTcyOTE0ZDdjNGY2ZmE4MzQwMGIxZTA2MDg1NzI5YTQ0MTdkZjdkNzNkMDM2NTk2MTNiNjU4ODMwZCIsInZlcnNpb24iOjF9.ECVaCBqGd0pnQT3xJF7yWrgecIb-5TMiVWpEO0MQGhYy43snkI6Qs-2FOXzvfwIWqG-Q6XIIhGbWZh5TFEGKCA, type: f1
value: 0.737
name: F1 Micro
verified: yes
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNDMwMWZiNzQyNWEzNmMzMDJjOTAxYzAxNzc0MTNlYzRkZjllYmNjZmU0OTgzZDFkNWM1ZWI5OTA2NzE5Y2YxOSIsInZlcnNpb24iOjF9.8yZFol_Gcj9n3w9Yk5wx48yql7p3wriDecv-6VSTAB6Q_MWLQAWsCEGRRhgGJ3zvhoRehJZdb35ozk36VOinDQ, type: f1
value: 0.7366990292378379
name: F1 Weighted
verified: yes
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMjhhN2ZkMjc5ZGQ3ZGM1Nzk3ZTgwY2E1N2NjYjdhNjZlOTdhYmRlNGVjN2EwNTIzN2UyYTY2ODVlODhmY2Q4ZCIsInZlcnNpb24iOjF9.Cz7ClDAfCGpqdRTYd5v3dPjXFq8lZLXx8AX_rqmF-Jb8KocqVDsHWeZScW5I2oy951UrdMpiUOLieBuJLOmCCQ, type: loss
value: 0.9349392056465149
name: loss
verified: yes
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNmI4MTI5MDM1NjBmMzgzMzc2NjM5MzZhOGUyNTgyY2RlZTEyYTIzYzY2ZGJmODcxY2Q5OTVjOWU3OTQ2MzM1NSIsInZlcnNpb24iOjF9.bSOFnYC4Y2y2pW1AR-bgPUHKafR-0OHf8PvexK8eQLsS323Xy9-rYkKUaP09KY6_fk9GqAawv5eqj72B_uyeCA
Likes: 222 | All-time downloads: 84929108
Created: 2022-03-02 23:29:04