Overview

The MEETING SUMMARY model is a specialized tool designed for distilling lengthy meeting transcripts into concise, actionable summaries. Unlike general-purpose LLMs that may hallucinate or lose context in long documents, this model is optimized for summarization tasks, making it ideal for automating minutes-of-meeting workflows and extracting key decision points. It is released under the Apache-2.0 license, offering developers significant flexibility for commercial integration. For engineers building productivity apps or enterprise knowledge bases, this model provides a lightweight alternative to larger models when the primary requirement is high-fidelity condensation of spoken-word data.

Highlights

Optimized specifically for transcript condensation and key point extraction
Permissive Apache-2.0 license for seamless commercial deployment
Reduces latency compared to general-purpose large language models
Ideal for automated corporate minutes and productivity tool integration

Usage

Install

# Install Hugging Face transformers
pip install transformers torch

SDK Usage

# Load model with transformers
from transformers import AutoModel, AutoTokenizer

model = AutoModel.from_pretrained("knkarthick/MEETING_SUMMARY")
tokenizer = AutoTokenizer.from_pretrained("knkarthick/MEETING_SUMMARY")

Hugging Face Download

We recommend downloading the model via the Hugging Face CLI or Hub SDK.

Guidance：Before downloading, install huggingface_hub with:

Guidance

pip install -U huggingface_hub

CLI Download

Download the full repository

huggingface-cli download knkarthick/MEETING_SUMMARY

Download a single file to a local folder (e.g. config.json into ./dir)

huggingface-cli download knkarthick/MEETING_SUMMARY config.json --local-dir ./dir

See the official docs for more CLI options

SDK Download

# 模型下载
from huggingface_hub import snapshot_download
model_dir = snapshot_download('knkarthick/MEETING_SUMMARY')

Git Download

Make sure git-lfs is installed first

Git Download

git lfs install
git clone https://huggingface.co/knkarthick/MEETING_SUMMARY

To skip LFS large-file downloads, use:

Skip LFS

GIT_LFS_SKIP_SMUDGE=1 git clone https://huggingface.co/knkarthick/MEETING_SUMMARY

Model files are hosted on the Hugging Face Hub — download directly via HF CLI / SDK / Git, not through this site.

PyTorch / Transformers Usage

Install Transformers

pip install -U transformers torch

Load the model and run inference

from transformers import AutoModelForCausalLM, AutoTokenizer

model = AutoModelForCausalLM.from_pretrained('knkarthick/MEETING_SUMMARY')
tokenizer = AutoTokenizer.from_pretrained('knkarthick/MEETING_SUMMARY')

Full Documentation

来源: HuggingFace

---
language: en
license: apache-2.0
tags:

bart

seq2seq

summarization

datasets:

cnndaily/newyorkdaily/xsum/samsum/dialogsum/AMI

metrics:

rouge

widget:

text: 'Hi, I''m David and I''m supposed to be an industrial designer. Um, I just

got the project announcement about what the project is. Designing a remote control.
That''s about it, didn''t get anything else. Did you get the same thing? Cool.
There''s too much gear. Okay. Can''t draw. Um. Yeah. Um, well anyway, I don''t
know, it''s just the first animal I can think off the top of my head. Um. Yes.
Big reason is ''cause I''m allergic to most animals. Allergic to animal fur, so
um fish was a natural choice. Um, yeah, and I kind of like whales. They come in
and go eat everything in sight. And they''re quite harmless and mild and interesting.
Tail''s a bit big, I think. It''s an after dinner dog then. Hmm. It does make
sense from maybe the design point of view ''cause you have more complicated characters
like European languages, then you need more buttons. So, possibly. Hmm. Yeah.
And you keep losing them. Finding them is really a pain, you know. I mean it''s
usually quite small, or when you want it right, it slipped behind the couch or
it''s kicked under the table. You know. Yep. Mm-hmm. I think one factor would
be production cost. Because there''s a cap there, so um depends on how much you
can cram into that price. Um. I think that that''s the main factor. Cool.

Okay. Right. Um well this is the kick-off meeting for our our project. Um and
um this is just what we''re gonna be doing over the next twenty five minutes.
Um so first of all, just to kind of make sure that we all know each other, I''m
Laura and I''m the project manager. Do you want to introduce yourself again? Okay.
Great. Okay. Um so we''re designing a new remote control and um Oh I have to record
who''s here actually. So that''s David, Andrew and Craig, isn''t it? And you all
arrived on time. Um yeah so des uh design a new remote control. Um, as you can
see it''s supposed to be original, trendy and user friendly. Um so that''s kind
of our our brief, as it were. Um and so there are three different stages to the
design. Um I''m not really sure what what you guys have already received um in
your emails. What did you get? Mm-hmm. Is that what everybody got? Okay. Um. So
we''re gonna have like individual work and then a meeting about it. And repeat
that process three times. Um and at this point we get try out the whiteboard over
there. Um. So uh you get to draw your favourite animal and sum up your favourite
characteristics of it. So who would like to go first? Very good. Mm-hmm. Yeah.
Yeah. Right. Lovely. Right. You can take as long over this as you like, because
we haven''t got an awful lot to discuss. Ok oh we do we do. Don''t feel like you''re
in a rush, anyway. Ach why not We might have to get you up again then. I don''t
know what mine is. I''m gonna have to think on the spot now. Is that a whale?
Ah. Okay. God, I still don''t know what I''m gonna write about. Um. I was gonna
choose a dog as well. But I''ll just draw a different kind of dog. M my favourite
animal is my own dog at home. Um That doesn''t really look like him, actually.
He looks more like a pig, actually. Ah well. Do you? Oh that''s very good of you.
Uh. Um he''s a mixture of uh various things. Um and what do I like about him,
um That''s just to suggest that his tail wags. Um he''s very friendly and cheery
and always pleased to see you, and very kind of affectionate and um uh and he''s
quite quite wee as well so you know he can doesn''t take up too much space. Um
and uh And he does a funny thing where he chases his tail as well, which is quite
amusing, so It is. I think it is. He only does it after he''s had his dinner and
um he''ll just all of a sudden just get up and start chasing his tail ''round
the living room. Yeah, so uh Yeah, maybe. Maybe. Right, um where did you find
this? Just down here? Yeah. Okay. Um what are we doing next? Uh um. Okay, uh we
now need to discuss the project finance. Um so according to the brief um we''re
gonna be selling this remote control for twenty five Euro, um and we''re aiming
to make fifty million Euro. Um so we''re gonna be selling this on an international
scale. And uh we don''t want it to cost any more than uh twelve fifty Euros, so
fifty percent of the selling price. Sure. All together. Um I dunno. I imagine
That''s a good question. I imagine it probably is our sale actually because it''s
probably up to the the um the retailer to uh sell it for whatever price they want.
Um. But I I don''t know, I mean do you think the fact that it''s going to be sold
internationally will have a bearing on how we design it at all? Think it will?
Um. Hmm. Oh yeah, regions and stuff, yeah. Yeah. Okay. Yeah. Well for a remote
control, do you think that will be I suppose it''s depends on how complicated
our remote control is. Yeah, yeah. Okay. What, just like in terms of like the
wealth of the country? Like how much money people have to spend on things like?
Aye, I see what you mean, yeah. Marketing. Good marketing thoughts. Oh gosh, I
should be writing all this down. Um. Mm. Yeah. Yeah, yeah. Like how much does,
you know, a remote control cost. Well twenty five Euro, I mean that''s um that''s
about like eighteen pounds or something, isn''t it? Or no, is it as much as that?
Sixteen seventeen eighteen pounds. Um, I dunno, I''ve never bought a remote control,
so I don''t know how how good a remote control that would get you. Um. But yeah,
I suppose it has to look kind of cool and gimmicky. Um right, okay. Let me just
scoot on ahead here. Okay. Um well d Does anybody have anything to add to uh to
the finance issue at all? Thin No, actually. That would be useful, though, wouldn''t
it, if you knew like what your money would get you now. Mm-hmm. Yeah, yeah. Oh.
Five minutes to end of meeting. Oh, okay. We''re a bit behind. Yeah. Right, so
do you think that should be like a main design aim of our remote control d you
know, do your your satellite and your regular telly and your V_C_R_ and everything?
Mm-hmm. Yeah. Or even like, you know, notes about um what you wanna watch. Like
you might put in there oh I want to watch such and such and look a Oh that''s
a good idea. So extra functionalities. Mm-hmm. Hmm. Um okay, uh I''d wel we''re
gonna have to wrap up pretty quickly in the next couple of minutes. Um I''ll just
check we''ve nothing else. Okay. Um so anything else anybody wants to add about
what they don''t like about remote controls they''ve used, what they would really
like to be part of this new one at all? You keep losing them. Okay. Yeah. W You
get those ones where you can, if you like, whistle or make a really high pitched
noise they beep. There I mean is that something we''d want to include, do you
think? Dunno. Okay maybe. My goodness. Still feels quite primitive. Maybe like
a touch screen or something? Okay. Uh-huh, okay. Well I guess that''s up to our
industrial designer. It looks better. Yeah. Okay. Okay. Right, well um so just
to wrap up, the next meeting''s gonna be in thirty minutes. So that''s about um
about ten to twelve by my watch. Um so inbetween now and then, um as the industrial
designer, you''re gonna be working on you know the actual working design of it
so y you know what you''re doing there. Um for user interface, technical functions,
I guess that''s you know like what we''ve been talking about, what it''ll actually
do. Um and uh marketing executive, you''ll be just thinking about what it actually
what, you know, what requirements it has to has to fulfil and you''ll