metadata
license: apache-2.0
datasets:
- billsum
tags:
- summarization
- t5
widget:
- text: >-
The people of the State of California do enact as follows: SECTION 1. The
Legislature hereby finds and declares as follows: (a) Many areas of the
state are disproportionately impacted by drought because they are heavily
dependent or completely reliant on groundwater from basins that are in
overdraft and in which the water table declines year after year or from
basins that are contaminated. (b) There are a number of state grant and
loan programs that provide financial assistance to communities to address
drinking water and wastewater needs. Unfortunately, there is no program in
place to provide similar assistance to individual homeowners who are
reliant on their own groundwater wells and who may not be able to afford
conventional private loans to undertake vital water supply, water quality,
and wastewater improvements. (c) The program created by this act is
intended to bridge that gap by providing low-interest loans, grants, or
both, to individual homeowners to undertake actions necessary to provide
safer, cleaner, and more reliable drinking water and wastewater treatment.
These actions may include, but are not limited to, digging deeper wells,
improving existing wells and related equipment, addressing drinking water
contaminants in the homeowner’s water, or connecting to a local water or
wastewater system. SEC. 2. Chapter 6.6 (commencing with Section 13486) is
added to Division 7 of the Water Code, to read: CHAPTER 6.6. Water and
Wastewater Loan and Grant Program 13486. (a) The board shall establish a
program in accordance with this chapter to provide low-interest loans and
grants to local agencies for low-interest loans and grants to eligible
applicants for any of the following purposes:
example_title: Water use
- text: >-
The people of the State of California do enact as follows: SECTION 1.
Section 2196 of the Elections Code is amended to read: 2196. (a) (1)
Notwithstanding any other provision of law, a person who is qualified to
register to vote and who has a valid California driver’s license or state
identification card may submit an affidavit of voter registration
electronically on the Internet Web site of the Secretary of State. (2) An
affidavit submitted pursuant to this section is effective upon receipt of
the affidavit by the Secretary of State if the affidavit is received on or
before the last day to register for an election to be held in the precinct
of the person submitting the affidavit. (3) The affiant shall
affirmatively attest to the truth of the information provided in the
affidavit. (4) For voter registration purposes, the applicant shall
affirmatively assent to the use of his or her signature from his or her
driver’s license or state identification card. (5) For each electronic
affidavit, the Secretary of State shall obtain an electronic copy of the
applicant’s signature from his or her driver’s license or state
identification card directly from the Department of Motor Vehicles. (6)
The Secretary of State shall require a person who submits an affidavit
pursuant to this section to submit all of the following: (A) The number
from his or her California driver’s license or state identification card.
(B) His or her date of birth. (C) The last four digits of his or her
social security number. (D) Any other information the Secretary of State
deems necessary to establish the identity of the affiant. (7) Upon
submission of an affidavit pursuant to this section, the electronic voter
registration system shall provide for immediate verification of both of
the following:
example_title: Election
metrics:
- rouge
model-index:
- name: t5-small-finetuned-billsum-ca_test
results:
- task:
name: Sequence-to-sequence Language Modeling
type: text2text-generation
dataset:
name: billsum
type: billsum
args: default
metrics:
- name: Rouge1
type: rouge
value: 12.6315
- task:
type: summarization
name: Summarization
dataset:
name: billsum
type: billsum
config: default
split: test
metrics:
- name: ROUGE-1
type: rouge
value: 12.1368
verified: true
- name: ROUGE-2
type: rouge
value: 4.6017
verified: true
- name: ROUGE-L
type: rouge
value: 10.0767
verified: true
- name: ROUGE-LSUM
type: rouge
value: 10.6892
verified: true
- name: loss
type: loss
value: 2.897707462310791
verified: true
- name: gen_len
type: gen_len
value: 19
verified: true
t5-small-finetuned-billsum-ca_test
This model is a fine-tuned version of t5-small on the billsum dataset. It achieves the following results on the evaluation set:
- Loss: 2.3376
- Rouge1: 12.6315
- Rouge2: 6.9839
- Rougel: 10.9983
- Rougelsum: 11.9383
- Gen Len: 19.0
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 2
- eval_batch_size: 2
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 4
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Gen Len |
|---|---|---|---|---|---|---|---|---|
| No log | 1.0 | 495 | 2.4805 | 9.9389 | 4.1239 | 8.3979 | 9.1599 | 19.0 |
| 3.1564 | 2.0 | 990 | 2.3833 | 12.1026 | 6.5196 | 10.5123 | 11.4527 | 19.0 |
| 2.66 | 3.0 | 1485 | 2.3496 | 12.5389 | 6.8686 | 10.8798 | 11.8636 | 19.0 |
| 2.5671 | 4.0 | 1980 | 2.3376 | 12.6315 | 6.9839 | 10.9983 | 11.9383 | 19.0 |
Framework versions
- Transformers 4.12.2
- Pytorch 1.9.0+cu111
- Datasets 1.14.0
- Tokenizers 0.10.3