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---
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- dense
- generated_from_trainer
- dataset_size:10000
- loss:DenoisingAutoEncoderLoss
base_model: google-bert/bert-base-uncased
widget:
- source_sentence: . the land and management meeting of 5th is 7:01 the order Um,
is roll . we have us, Nicole, and, . Uh, the is the of of October, . Do have,,
are there any, All right,, all favor approving your that is Um to participation
Is would like see Miss> hear>> Yes,>>,>, so I'm sorry uh echoing? we . We hear
little echo, but we you . Uh f first all, record, Diane Uh
sentences:
- 'All right. Good evening and welcome to
the land use and building management
committee meeting of November 5th, 2025. It is 7:01 and I am calling the meeting
to order. Um, first item is roll call. Tonight we have with us council members
Jim Fyer, Nicole Edy, Nicole Ays, and
myself, Barbara Smith. Uh, next item on the agenda is the
acceptance of the minutes of our meeting
of October 1, 2025. Do I have a motion,
Miss Edy, um, are there any corrections,
All right, seeing none, all in favor of
approving the minutes, please raise your
Okay, that is unanimous. Um, moving on to public participation. Is there anyone
here who would like to speak? I see Miss
>> Yes, good. Can you hear me? >> Yes, we can. >> Yes, we can. >> I am in a hallway,
so I''m sorry for any
uh echoing. I hope it''s Can you still
understand me? >> Yes, we can. We hear a little echo, but
we can still hear you. Uh anyway, f first of all, good evening. For the record,
my name is Diane
Laurisella. Uh'
- I'll now call to order the November 6, 2025 meeting of Mayor and Council. I'm
going to call on the Mayor Pro Tem Andy Gibbs to lead us in prayer. Please remain
standing for the pledge. Body heads, please. Dear me, Father, just thank you for
this evening. Thank you for bringing us all together. Lord, I just ask you that
as we look at the different things on our agenda tonight, that you help us to
make the best decision for our community to move to move our community forward.
Lord, I just ask you, Lord, to continue to put your arms around us for protection.
To put your arms around us, your protection. I thank you, Lord, for sending your
son to die on the cross for our sins, Lord. I thank you for the things that you've
given us in our life, the mercy of the grace that you've extended to us each and
every day to allow us to be able to wake up and walk among other people and help
us to serve others as you want us to serve, Lord. And I thank you for everything
you do for us. Your name, I pra
- In the NOSERT room today, the link can be found on the Town of Orleans website.
And calling the meeting to order. Any agenda changes? None this evening, this
afternoon, sorry. Is there anyone for citizens speak? No one additional online.
Okay, seeing none, we're going to go into priority business and we are going to
start with our assistant superintendent. Wonderful. Thank you very much. Thank
you. So I'm here today to share two things, our homeschooling process and then
just an update on our grant. We can't hear you. Yeah. So sorry to enter. I was
just going to interrupt. Just make sure that you pull this mic up and for everybody.
Is this better? Okay, Parker. Sorry about that. Sorry. So I'm here today. Thank
you for that. Just to talk about our homeschooling process and our grant process
as well. So I'll go over our homeschooling process. I know of detailed information
in the memo and I've included some links to our forms so you'll be able to see
it and I'll just give a high-level ov
- source_sentence: Um, and think these looking perhaps some feedback from what issues
that need And you know just a the formula ., it based did work 1990 so and've
and that address then uh they did student act was meant uh needs your communities
urban Right now though large with towns . where are being because need of bill
. especially the you'm to little . when hold harmless and you it certified would
t
sentences:
- 'Um, and so I think these are the minds
that they''re looking to perhaps get some
feedback from about what are the the
issues that need to be tackled. And I
think that, you know, just a couple
things about the funding formula. Look,
it''s based based they did the work back
in 1990 or so and they''ve made
adjustments and they''ve made made
probably two I think primary adjustments
since that time. One was to address
vocational needs and then uh they did
the student opportunity act which was
meant to address uh the needs of
students in uh your gateway communities
in urban areas. Right now though,
there''s a large contingent of districts
in with towns such as Rutland, Paxton,
Hold it. Um where they are being asked
because of this old formula, you need to
put more of the bill. Um and then
especially in the context, and I know
you asked this question, I''m going to
talk about it a little bit. Um when
districts fall into hold harmless, and
you know, it hasn''t been certified
officially, but I would t'
- 'Good evening and welcome to the uh
November 5th board meeting of the Topeka
Development Corporation Board of
Directors. I''ll call this meeting to
If we could stand for the pledge of
allegiance, please. I pledge algiance to the flag of the
United States of America and to the
republic for which it stands. One nation
under God, indivisible, with liberty and
justice for all. >> Okay. Madame clerk, could call the role,
>> President Padilla,
>> here. Vice President Dolbler
>> Directors Hiller
>> here. Banks
and Hoer
>> All right. We have seven present. Seven present. We''ll move on to item
number four on the agenda. Madam Clerk,
>> for approval of the August 12, 2025
meeting minutes. >> Okay. I hope uh everyone has had an
opportunity to look at the minutes
from August meeting. >> Motion to approve by Councilman Banks,
second by Councilman Miller. Take the
roll call, please. >> All right. Uh President Padilla
>> here. I Yes. Vic'
- You seem loud today. All right, it's 8 a.m. I'll go ahead and call this meeting
to order. Today is Tuesday, November 8th, the meeting in the formal boardroom
with the Genoaxi Public Service Center. First on our agenda are minutes. We have
none and no claims. All right, great. We'll move right into our regular agenda.
The board will meet with elected officials and the department heads discuss the
following topics. We'll start with fiscal year 2027 budget calendar initiatives
and guidelines. Good morning, Sarah. Good morning, Sarah Barrows, Budget Director.
The board asked that we just go over a few things for the FY27 budget. Kind of
hard to believe we're already there, but it is time. We met yesterday with the
board and talked about some guidelines and initiatives that they could include
for the FY27 budget. A lot of them you'll be very familiar with. 25% ending fund
balance, things like that. The one thing that they have yet to discuss tomorrow
is the placeholder that we'll include fo
- source_sentence: we're of . That is year a good time, think's . So let's get back
So we're having it quickly first ring . think they got the picture . I if of know
we're to go this Each and every have the handout given you, City of Ridge fiscal
year 2026 . If, . You again,'ll revising it You guys will of next with Mandy,
there anything we need do Speak Mandy got a said ca us sorry Council disagrees
me you scheduled to adopt a 2026
sentences:
- 'So, I''d like to make a motion to come
out of non-public session. >> Okay, we have a motion to come out of
non-public and a second. All in favor? I
>> opposed. Okay, motion carries. 70. >> Um, and I''d also like to make a motion
to seal the minutes indefinitely. >> Second that. >> Motion to seal the minutes
indefinitely
and a second. Uh, all in favor? Any
Great. Motion carry 70. >> Good evening. Welcome to the Jerry Town
Council meeting for Tuesday, November
4th, 2025. >> Mr. Chair, excuse me. If we could make
sure everyone''s microphone is turned on,
green light at the base of the stem. Thank you. >> Everyone''s microphone on.
>> All right. council Spencer, please lead us pledge
algiance to the flag of the United
States of America to the republic for it
stands one nation
indivisible with liberty and justice for
>> Thank you. Uh, prevent emergency exits
in the back of the room. Mr. The Havens
are glad to help you. Um,
do a roll ca'
- 'I pledge allegiance to the flag of the
United States of America to the republic
for it stands one nationy
and justice for all. Please remain standing for a moment of
silent reflection for all the service
men and women throughout the world and
for those who have passed away in our
community, especially our former mayor,
David J. Wenszel. Thank you. >> Roll call, please. >> Mr. King,
>> Mr. Schuster,
>> Dr. Mr. Rothschild
>> Mr. McCandrew
>> Mr. Small
>> Dispatch with three of the minutes. >> Third order 3A correspondence dated
October 28th, 2025 from the Interite
Bike Coalition Executive Director Kuba
James regarding support for the downtown
Scranton Walkability Streetscape
project. 3B. Letters of support from
local businesses for the walkability and
streetscape project ordinances. 3C. Letter from Fire Tree Limited received
October 27th, 2025 regarding residential
re-entry center services. >> Are there any comments on any of the
thir'
- Yeah, we're kind of talking about everything. That is. Any time of the year is
a good time to catch fish. Okay, I think it's been about five minutes. So let's
get started back. So we're having one next one. We're doing it quickly. So this
is the first ring. I think they got the picture. Okay. Okay, I think if you can
just kind of, I know we're not going to go over this. Each and every one of you
in here should have the handout that's given to you, which says, City of Blue
Ridge, proposed fiscal year budget for 2026. If you will, please take the opportunity.
You know, this is, again, we'll be revising it. You guys will at the beginning
of next year, hopefully, with better numbers. Mandy, is there anything we need
to do with this tonight? Speak into the microphone, Mandy. I got a phone call
that said they can't hear us. I'm sorry. Council does have an option, unless Chuck
disagrees with me. I'm sorry to put you on the spot. You are scheduled to adopt
a 2026 budget next week. I believe, I
- source_sentence: The City Buffalo Planning ⚫ November 17, NY 14202 http //www.buffalony.gov
Morrell Regular Planning Board 4:00 PM Hall, Sq., NY . called order 4:06 PM by
Vice Chairman Schwartz Name Absent Cynthia Schwartz Martha Scott Billman
Arthur Samantha Meeting be Via Videoconferencing and Anyone Wishes
912 City or Videoconferencing ., or Call 1-415-655-0001 Meeting 173 2665 Password
PublicComment (Not for) II . Approval of Minutes 1 . - Meetin
sentences:
- "THE CITY OF BUFFALO \n \nThe City of Buffalo Planning Board \n912 City Hall \n\
Minutes ⚫ November 17, 2025 \n \nBuffalo, NY 14202 \n \n \nhttp://www.buffalony.gov\
\ \n \n \nJames Morrell \nRegular Planning Board Meeting \nOSP Conference Room\
\ \n4:00 PM \n \n912 City Hall, 65 Niagara Sq., Buffalo, NY 14202 \nI. Call to\
\ Order \n The meeting was called to order at 4:06 PM by Vice Chairman Cynthia\
\ Schwartz \nAttendee Name \nPresent \nAbsent \nLate \nArrived \nJames Morrell\
\ \n \n \n \n \nCynthia Schwartz \n \n \n \n \nMartha Lamparelli \n \n\
\n \n \nScott Billman \n \n \n \n \nArthur Hall \n \n \n \n \nLen Sciolino\
\ \n \n \n \n \nSamantha Soltis \n \n \n \n \nThis Meeting Will be Held\
\ Via Videoconferencing and In-Person. Anyone who Wishes to Attend \nMay Do So\
\ in Room 912 City Hall or Via Videoconferencing. to Join Online, Go to \nWww.Webex.Com\
\ or Call 1-415-655-0001; Meeting Number 173 504 2665 Password: \nPublicComment\
\ (Not Required for Phone) \nII. Approval of Meeting Minutes \n1. Planning Board\
\ - Regular Planning Board Meetin"
- 'p.m. and I''m calling the Hamilton
Planning Board meeting to order. This meeting is being recorded. Uh to aid the
transcriptionist, I''m
going to take roles. So when I call your
name, would you please indicate that
you''re present? Pat Norton,
>> Jonathan Poor,
>> Jonathan Poor, present. >> Amal Dawquist,
>> Amal Dawquist, present. >> Darcy Dale,
>> Darcy Dale, present. >> And Marne Crouch, present. And I note
for the record that Beth her is absent. Um, her father passed away and we''re
very sorry to hear that. And, uh,
perhaps Bill uh will uh appear. I know
Matt Hamill, he was on the Cape, right? It''s unlikely he''ll be here and I don''t
believe we''ve heard from Jeff Austin. >> Uh the first item on our agenda is to
review the minutes from October 21st. Um
do I have a motion to approve those uh
>> So So moved. >> Do I have a second? Any discussion about
the minutes? >> Uh Darcy, I think you found a few typos. Yeah, just a coup'
- 'We the citizens of the city of Gilroy as
we come to this room tonight as a
complex human crowd carrying burdens,
hope, joy, and trusting that you alone
can hold us together. God, we pray for
your love and your peace. Help us to
trust you, Lord, more than our opinions,
our fears, and even our accomplishments. May we turn to you for your truth. Lastly,
fill us with grace, Lord, as
these leaders make decisions tonight
that will affect each one of us. Continue to remind us that all that this
day is done, all that is done here this
day and all that is accomplished is for
the greater glory of you. Please bless
these proceedings. We ask for these
things in your name. Amen. Thank you. Thank you, pastor. Moving on to item
1.6. Six. Orders of the day we have
none. Moving on to item 1.7, employee
Finance director Harjo Singha will
introduce a new employee. Thank you. Thank you, Mayor. Um, tonight I have the
privilege of introducing Naelli
Martinez. Uh, she joins us in the
utility billing team uh'
- source_sentence: right o'clock Oh Jack here . Man brought team 3rd November . going'll
to . We Pledge of and . And we got guests Manager Brantley'll of . the . I appeal
flag the United States of and to Republic which,, for . Let . God, come before
this grateful live wonderful community We serve our community members in our respective
capacities morning and give us eyes and full hearts, Lord, as handle business
Thank you your, In Christ name amen Thank Price the pledge . First item is
sentences:
- All right, it's nine o'clock. Oh, Jack's here too. Man, y'all brought the whole
team. 9 o'clock, November 3rd, November already. Gosh. Time keeps on going. We'll
call the meeting to order. We'll open with the Pledge of Allegiance and prayer.
And since we've got special guests, I'll ask Town Manager Brantley Price if he'll
lead us in the Pledge of Allegiance. And I'll say the prayer. I appeal to the
flag of the United States of America and to the Republic for which it stands,
one nation under God, indivisible, with liberty and justice for all. Let's pray
together. God, we come before you this morning with grateful hearts to live in
such a wonderful community. We're grateful for the opportunity to serve our community
members in our respective capacities here this morning. Be with us and give us
clear eyes and full hearts, Lord, as we handle the people's business. Thank you
for your many, many blessings. In Christ's name, amen. Amen. Thank you, Manager
Price, for the pledge. First item is
- 'Notice of Meeting of the
Planning and Zoning Commission
of the City of Georgetown, Texas
November 4, 2025
The Georgetown Planning and Zoning Commission will meet on November 4, 2025 at
6:00 PM at Council
and Court Building, 510 W. 9th Street. The City of Georgetown is committed to
compliance with the Americans with Disabilities Act (ADA). If you
require assistance in participating at a public meeting due to a disability, as
defined under the ADA,
reasonable assistance, adaptations, or accommodations will be provided upon request.
Please contact the
City Secretary''s Office, at least three (3) days prior to the scheduled meeting
date, at (512) 930-3652 or
City Hall at 808 Martin Luther King Jr. Street, Georgetown, TX 78626 for additional
information; TTY users
route through Relay Texas at 711. Notice of Cancellation
This regularly scheduled meeting of the Board is cancelled. Please check the posted
agendas for next
month''s meeting. Certificate of Posting
Certificate of Posting
I, Robyn'
- 'for Wednesday, November 12th
at 7:05 p.m. What you want? This meeting is being recorded. report anything. I
have
Yeah. agenda
but there were other items
>> that didn''t get to this print Right. >> Caught you off guard there. >> I know
you did. I''m not. Oh, so it
worked very well. >> what did what did we end up
because of the day? >> that''s all right. You''re fine. >> All right. So, we''re
still going to go
a wedding for
I think we''re gonna
want to go. All right. No problem. 1.7. First one is Parker Hill
Well, it''s already been
Conservation Commission. Yeah. And since it''s not supposed to be
what snacks,
>> By the way, I I did autographs. put your
your name on your agenda and stuff and
You mind just announcing
that you''ve arrived and what time? Did provide? Guess we should wait. kind of
that was
>> right. So what doesn''t go into the
general account instead
of meeting
I thought we had a
Can you read it off? Oh, you
You just repeat the number.'
pipeline_tag: sentence-similarity
library_name: sentence-transformers
---
# SentenceTransformer based on google-bert/bert-base-uncased
This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [google-bert/bert-base-uncased](https://huggingface.co/google-bert/bert-base-uncased). It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
## Model Details
### Model Description
- **Model Type:** Sentence Transformer
- **Base model:** [google-bert/bert-base-uncased](https://huggingface.co/google-bert/bert-base-uncased) <!-- at revision 86b5e0934494bd15c9632b12f734a8a67f723594 -->
- **Maximum Sequence Length:** 256 tokens
- **Output Dimensionality:** 768 dimensions
- **Similarity Function:** Cosine Similarity
<!-- - **Training Dataset:** Unknown -->
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->
### Model Sources
- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
- **Repository:** [Sentence Transformers on GitHub](https://github.com/huggingface/sentence-transformers)
- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
### Full Model Architecture
```
SentenceTransformer(
(0): Transformer({'max_seq_length': 256, 'do_lower_case': False, 'architecture': 'BertModel'})
(1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
)
```
## Usage
### Direct Usage (Sentence Transformers)
First install the Sentence Transformers library:
```bash
pip install -U sentence-transformers
```
Then you can load this model and run inference.
```python
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("ar9av/tsdae-civic-bert")
# Run inference
sentences = [
"right o'clock Oh Jack here . Man brought team 3rd November . going'll to . We Pledge of and . And we got guests Manager Brantley'll of . the . I appeal flag the United States of and to Republic which,, for . Let . God, come before this grateful live wonderful community We serve our community members in our respective capacities morning and give us eyes and full hearts, Lord, as handle business Thank you your, In Christ name amen Thank Price the pledge . First item is",
"All right, it's nine o'clock. Oh, Jack's here too. Man, y'all brought the whole team. 9 o'clock, November 3rd, November already. Gosh. Time keeps on going. We'll call the meeting to order. We'll open with the Pledge of Allegiance and prayer. And since we've got special guests, I'll ask Town Manager Brantley Price if he'll lead us in the Pledge of Allegiance. And I'll say the prayer. I appeal to the flag of the United States of America and to the Republic for which it stands, one nation under God, indivisible, with liberty and justice for all. Let's pray together. God, we come before you this morning with grateful hearts to live in such a wonderful community. We're grateful for the opportunity to serve our community members in our respective capacities here this morning. Be with us and give us clear eyes and full hearts, Lord, as we handle the people's business. Thank you for your many, many blessings. In Christ's name, amen. Amen. Thank you, Manager Price, for the pledge. First item is",
"for Wednesday, November 12th\nat 7:05 p.m. What you want? This meeting is being recorded. report anything. I have\nYeah. agenda\nbut there were other items\n>> that didn't get to this print Right. >> Caught you off guard there. >> I know you did. I'm not. Oh, so it\nworked very well. >> what did what did we end up\nbecause of the day? >> that's all right. You're fine. >> All right. So, we're still going to go\na wedding for\nI think we're gonna\nwant to go. All right. No problem. 1.7. First one is Parker Hill\nWell, it's already been\nConservation Commission. Yeah. And since it's not supposed to be\nwhat snacks,\n>> By the way, I I did autographs. put your\nyour name on your agenda and stuff and\nYou mind just announcing\nthat you've arrived and what time? Did provide? Guess we should wait. kind of that was\n>> right. So what doesn't go into the\ngeneral account instead\nof meeting\nI thought we had a\nCan you read it off? Oh, you\nYou just repeat the number.",
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]
# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities)
# tensor([[1.0000, 0.8891, 0.8695],
# [0.8891, 1.0000, 0.8283],
# [0.8695, 0.8283, 1.0000]])
```
<!--
### Direct Usage (Transformers)
<details><summary>Click to see the direct usage in Transformers</summary>
</details>
-->
<!--
### Downstream Usage (Sentence Transformers)
You can finetune this model on your own dataset.
<details><summary>Click to expand</summary>
</details>
-->
<!--
### Out-of-Scope Use
*List how the model may foreseeably be misused and address what users ought not to do with the model.*
-->
<!--
## Bias, Risks and Limitations
*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
-->
<!--
### Recommendations
*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
-->
## Training Details
### Training Dataset
#### Unnamed Dataset
* Size: 10,000 training samples
* Columns: <code>sentence_0</code> and <code>sentence_1</code>
* Approximate statistics based on the first 1000 samples:
| | sentence_0 | sentence_1 |
|:--------|:-----------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
| type | string | string |
| details | <ul><li>min: 3 tokens</li><li>mean: 91.75 tokens</li><li>max: 202 tokens</li></ul> | <ul><li>min: 13 tokens</li><li>mean: 223.56 tokens</li><li>max: 256 tokens</li></ul> |
* Samples:
| sentence_0 | sentence_1 |
|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| <code>right I call this town council to order on Recognize is a quorum all those who attendance in those are in online . hello Davis are tonight . Thanks, I We having you . and expeditious tonight a big game JMU at . like have just a wo we've had two works who their a of for Our are with them time Ms. we have?? .? Here?? Here . Mr. Hunter? Here Hardy</code> | <code>All right, I'd like to call this town council meeting to order on this November 12, 2025. Recognize there is a quorum present. Welcome all those who are in attendance in person and those who are tuned in online. A special hello to Dr. Davis's local and state government class students who are here tonight. Thanks for coming, although I think you were probably told you had to. We appreciate having you. We'll try and be expeditious in the people's business tonight because I know there's a big game later this evening between Longwood and JMU here at home. I'd also like to have just a moment. I won't mention names, but we've had two of our public works employees who lost their wives here very recently. And so we'll just have a brief moment of silence for them. Thank you. Our prayers and our hearts are with them at this difficult time. Ms. McKay, can we have a roll call, please? Mrs. Amos? Here. Mr. Reed? Here. Mr. Dwyer? Here. Mr. Parrott? Here. Mr. Yoland. Here. Mr. Hunter? Here. Mr. Hardy</code> |
| <code>everyone November the City Columbia Board of Chair for meeting like introduce the members: Harding'm, Davis Whittle, Sidney Bang, Duvall also to introduce the staff the, Andrew, Board, Erica Hyan, Deputy and Madeline Land . is special, appeals . for the record, wishing and come the . No can floor When come the podium state your and speak the because meeting is recorded Applicants the board</code> | <code>Welcome, everyone, to the November meeting of the City of Columbia Board of Zoning Appeals. I am Catherine Fenner, Chair for the Board, and will be serving as the chair for today's meeting. I would like to introduce the other members of the board: Josh Harding, I'm sorry, Davis Whittle, Sidney Lanham, Jonathan Bang, and Sherard Duvall. I would also like to introduce the staff that assists the board, Andrew Livingood, Zoning Board Administrator, Erica Hyan, Deputy Zoning Administrator, and Madeline Bowden, Land Use Board Coordinator. The board is charged with hearing applications for special exceptions, variances, and administrative appeals. All testimony is recorded for the record, and anyone wishing to speak will need to be sworn in and come to the podium to speak. No testimony can be taken from the floor. When you come to the podium, state your name and please speak clearly into the microphone because this meeting is being recorded. Applicants with cases before the board are allotted</code> |
| <code>Corporation 7:30 WEDC Room 250 Highway Texas TO & PLEDGE OF ON ITEMS member the may Board not Agenda of the fill out a form meeting . that comments limited minutes for, six In addition, is not allowed to converse deliberate take on any presented CONSENT AGENDA matters Agenda are be routine by Board will be will not of items . discussion desired, that item will removed from the separately . act upon</code> | <code>Wylie Economic Development Corporation <br>Board Regular Meeting <br>November 19, 2025 – 7:30 AM <br>WEDC Office Conference Room - 250 South Highway 78, Wylie, Texas <br>75098 <br> <br> <br> <br> <br> <br>CALL TO ORDER <br>INVOCATION & PLEDGE OF ALLEGIANCE <br>COMMENTS ON NON-AGENDA ITEMS <br>Any member of the public may address Board regarding an item that is not listed on the Agenda. Members of the public must <br>fill out a form prior to the meeting in order to speak. Board requests that comments be limited to three minutes for an individual, <br>six minutes for a group. In addition, Board is not allowed to converse, deliberate or take action on any matter presented during <br>citizen participation. CONSENT AGENDA <br>All matters listed under the Consent Agenda are considered to be routine by the Board and will be enacted by one motion. There will not be separate discussion of these items. If discussion is desired, that item will be removed from the Consent Agenda <br>and will be considered separately. A. Consider and act upon appr</code> |
* Loss: [<code>DenoisingAutoEncoderLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#denoisingautoencoderloss)
### Training Hyperparameters
#### Non-Default Hyperparameters
- `num_train_epochs`: 1
- `multi_dataset_batch_sampler`: round_robin
#### All Hyperparameters
<details><summary>Click to expand</summary>
- `overwrite_output_dir`: False
- `do_predict`: False
- `eval_strategy`: no
- `prediction_loss_only`: True
- `per_device_train_batch_size`: 8
- `per_device_eval_batch_size`: 8
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 1
- `eval_accumulation_steps`: None
- `torch_empty_cache_steps`: None
- `learning_rate`: 5e-05
- `weight_decay`: 0.0
- `adam_beta1`: 0.9
- `adam_beta2`: 0.999
- `adam_epsilon`: 1e-08
- `max_grad_norm`: 1
- `num_train_epochs`: 1
- `max_steps`: -1
- `lr_scheduler_type`: linear
- `lr_scheduler_kwargs`: {}
- `warmup_ratio`: 0.0
- `warmup_steps`: 0
- `log_level`: passive
- `log_level_replica`: warning
- `log_on_each_node`: True
- `logging_nan_inf_filter`: True
- `save_safetensors`: True
- `save_on_each_node`: False
- `save_only_model`: False
- `restore_callback_states_from_checkpoint`: False
- `no_cuda`: False
- `use_cpu`: False
- `use_mps_device`: False
- `seed`: 42
- `data_seed`: None
- `jit_mode_eval`: False
- `bf16`: False
- `fp16`: False
- `fp16_opt_level`: O1
- `half_precision_backend`: auto
- `bf16_full_eval`: False
- `fp16_full_eval`: False
- `tf32`: None
- `local_rank`: 0
- `ddp_backend`: None
- `tpu_num_cores`: None
- `tpu_metrics_debug`: False
- `debug`: []
- `dataloader_drop_last`: False
- `dataloader_num_workers`: 0
- `dataloader_prefetch_factor`: None
- `past_index`: -1
- `disable_tqdm`: False
- `remove_unused_columns`: True
- `label_names`: None
- `load_best_model_at_end`: False
- `ignore_data_skip`: False
- `fsdp`: []
- `fsdp_min_num_params`: 0
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
- `fsdp_transformer_layer_cls_to_wrap`: None
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
- `parallelism_config`: None
- `deepspeed`: None
- `label_smoothing_factor`: 0.0
- `optim`: adamw_torch
- `optim_args`: None
- `adafactor`: False
- `group_by_length`: False
- `length_column_name`: length
- `project`: huggingface
- `trackio_space_id`: trackio
- `ddp_find_unused_parameters`: None
- `ddp_bucket_cap_mb`: None
- `ddp_broadcast_buffers`: False
- `dataloader_pin_memory`: True
- `dataloader_persistent_workers`: False
- `skip_memory_metrics`: True
- `use_legacy_prediction_loop`: False
- `push_to_hub`: False
- `resume_from_checkpoint`: None
- `hub_model_id`: None
- `hub_strategy`: every_save
- `hub_private_repo`: None
- `hub_always_push`: False
- `hub_revision`: None
- `gradient_checkpointing`: False
- `gradient_checkpointing_kwargs`: None
- `include_inputs_for_metrics`: False
- `include_for_metrics`: []
- `eval_do_concat_batches`: True
- `fp16_backend`: auto
- `push_to_hub_model_id`: None
- `push_to_hub_organization`: None
- `mp_parameters`:
- `auto_find_batch_size`: False
- `full_determinism`: False
- `torchdynamo`: None
- `ray_scope`: last
- `ddp_timeout`: 1800
- `torch_compile`: False
- `torch_compile_backend`: None
- `torch_compile_mode`: None
- `include_tokens_per_second`: False
- `include_num_input_tokens_seen`: no
- `neftune_noise_alpha`: None
- `optim_target_modules`: None
- `batch_eval_metrics`: False
- `eval_on_start`: False
- `use_liger_kernel`: False
- `liger_kernel_config`: None
- `eval_use_gather_object`: False
- `average_tokens_across_devices`: True
- `prompts`: None
- `batch_sampler`: batch_sampler
- `multi_dataset_batch_sampler`: round_robin
- `router_mapping`: {}
- `learning_rate_mapping`: {}
</details>
### Training Logs
| Epoch | Step | Training Loss |
|:-----:|:----:|:-------------:|
| 0.4 | 500 | 4.3532 |
| 0.8 | 1000 | 3.4547 |
### Framework Versions
- Python: 3.11.10
- Sentence Transformers: 5.2.0
- Transformers: 4.57.3
- PyTorch: 2.4.1+cu124
- Accelerate: 1.12.0
- Datasets: 4.4.2
- Tokenizers: 0.22.1
## Citation
### BibTeX
#### Sentence Transformers
```bibtex
@inproceedings{reimers-2019-sentence-bert,
title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
author = "Reimers, Nils and Gurevych, Iryna",
booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
month = "11",
year = "2019",
publisher = "Association for Computational Linguistics",
url = "https://arxiv.org/abs/1908.10084",
}
```
#### DenoisingAutoEncoderLoss
```bibtex
@inproceedings{wang-2021-TSDAE,
title = "TSDAE: Using Transformer-based Sequential Denoising Auto-Encoderfor Unsupervised Sentence Embedding Learning",
author = "Wang, Kexin and Reimers, Nils and Gurevych, Iryna",
booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2021",
month = nov,
year = "2021",
address = "Punta Cana, Dominican Republic",
publisher = "Association for Computational Linguistics",
pages = "671--688",
url = "https://arxiv.org/abs/2104.06979",
}
```
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