davidschulte/ESM_ccdv__patent-classification_patent
Updated • 4
Datasets:
Tasks:
Text Classification
Modalities:
Text
Formats:
parquet
Languages:
English
Size:
10K - 100K
Tags:
long context
text stringlengths 1.55k 332k | label class label 9
classes |
|---|---|
turning now to the drawings , there is shown in fig1 an integrated circuit continuity testing system in which a specimen or circuit configuration 16 is mounted on a fixture 18 operable to vibrate the specimen under controlled conditions , e . g . sinusoidally , randomly , or a combination of the two . the specific stru... | 6Physics |
deployment mechanisms that are configured for use with multi - functional surgical instruments that are operable in bipolar and / or monopolar modes of operation may prove useful in the surgical arena , and such deployment mechanisms are described herein . specifically , the deployment mechanisms described herein inclu... | 0Human Necessities |
now , first and second embodiments of the present invention will be described below with reference to the accompanying drawings . in the following description of the drawings in the first and second embodiment , identical or similar constituents are designated by identical or similar reference numerals . fig1 is a view... | 7Electricity |
as used herein , “ administration ” of a composition includes any route of administration , including oral subcutaneous , intraperitoneal , and intramuscular . as used herein , “ an effective amount ” is an amount sufficient to reduce one or more symptoms associated with a stroke . as used herein , “ protein kinase c a... | 0Human Necessities |
in accordance with the figures , the mixing device is comprised of a sheath ( 4 ) which surrounds the injection tube ( 1 ), said sheath being connected to a decompressor ( 2 ) and ending in a helical tube ( 3 ) coupled to the decompressor ( 2 ), said helical tube being the only fluid outlet . attached to the injection ... | 8General tagging of new or cross-sectional technology |
silicon - type charge transporting compounds according to our invention have an ionization potential of 4 . 5 - 6 . 2 ev . when the ionization potential is less than 4 . 5 ev , the silicon - type charge transporting material is easily oxidized and deteriorated making it undesirable . when the ionization potential excee... | 2Chemistry; Metallurgy |
referring now to the drawings wherein like reference numerals designate corresponding or similar elements throughout the several views , there is shown generally in fig1 a diagrammatic view of the optical configuration for a radiation scanning system 10 for scanning and imaging an object field 11 . the scanning system ... | 7Electricity |
with reference to fig1 , a height adjustable work seat 100 suitable for use by an automotive mechanic or other professional is shown . the height adjustable work seat has two major positions of operation , namely a full or maximum height and a very low or minimum height . at intermediate positions of operation , the he... | 0Human Necessities |
a probe 10 for use underwater to measure true acoustic intensity is shown generally in fig1 and 2 . the outer casing of probe 10 is preferably made neutrally buoyant , such that wave vibrations affect the probe casing 14 just as they would affect the water which probe 10 displaces . probe casing 14 may include a syntac... | 6Physics |
"fig1 is a cross - sectional view illustrating a method for fabricating a mos transistor according t(...TRUNCATED) | 7Electricity |
End of preview. Expand in Data Studio
Patent Classification: a classification of Patents and abstracts (9 classes).
This dataset is intended for long context classification (non abstract documents are longer that 512 tokens).
Data are sampled from "BIGPATENT: A Large-Scale Dataset for Abstractive and Coherent Summarization." by Eva Sharma, Chen Li and Lu Wang
It contains 9 unbalanced classes, 35k Patents and abstracts divided into 3 splits: train (25k), val (5k) and test (5k).
Note that documents are uncased and space separated (by authors)
Compatible with run_glue.py script:
export MODEL_NAME=roberta-base
export MAX_SEQ_LENGTH=512
python run_glue.py \
--model_name_or_path $MODEL_NAME \
--dataset_name ccdv/patent-classification \
--do_train \
--do_eval \
--max_seq_length $MAX_SEQ_LENGTH \
--per_device_train_batch_size 8 \
--gradient_accumulation_steps 4 \
--learning_rate 2e-5 \
--num_train_epochs 1 \
--max_eval_samples 500 \
--output_dir tmp/patent
- Downloads last month
- 486
Size of downloaded dataset files:
285 MB
Size of the auto-converted Parquet files:
285 MB
Number of rows:
70,000