metadata

license: apache-2.0
base_model: distilbert-base-uncased
tags:
  - generated_from_trainer
metrics:
  - accuracy
model-index:
  - name: Fake_news_detection
    results: []
widget:
  - text: >-
      Former CIA director John Brennan on Friday criticized as “disgraceful”
      President Donald Trump’s efforts to play down U.S. intelligence agencies’
      assessment that Russia meddled in the 2016 U.S. election. Trump’s
      administration has been dogged by investigations into allegations of
      Russian interference in last year’s U.S. presidential election and
      possible ties with his campaign team. Speaking one day before his first
      meeting with Russian President Vladimir Putin in Hamburg earlier this
      month, Trump said he suspected Russian interference in the election but
      that no one knows for sure. “These types of comments are just disgraceful
      ... and the person who said them should be ashamed of himself,” said
      Brennan, CIA chief under former President Barack Obama, at the Aspen
      Security Forum. Special Counsel Robert Mueller and several U.S.
      congressional committees are investigating whether Russia interfered in
      the election and colluded with Trump’s campaign to try to swing the race
      in his favor over Democratic rival Hillary Clinton. Those probes are
      focused almost exclusively on Moscow’s actions, lawmakers and intelligence
      officials have said, and no evidence has surfaced publicly implicating
      other countries. Moscow has denied any interference, and Trump has said
      that his campaign did not collude with Russia. Brennan said he was
      disappointed by the president’s handling of security issues in his first
      six months in office.
    example_title: Real News
  - text: >-
      Bravo! These two great Americans make me have hope for the politicians we
      elect. They re doing a damn good job of exposing the phony Iran deal. They
      both are veterans and super smart so maybe they ve been able to outsmart
      the Obama thugs. I love these guys!Rep. Mike Pompeo (R Kan.) and Sen. Tom
      Cotton (R Ark.) have a lot in common. Both are army veterans and both are
      graduates of Harvard Law School. And both have been doing a great job of
      exposing aspects of the nuclear deal with Iran that the administration
      would rather keep quiet.This week it was reported that an inquiry from
      Pompeo got the State Department to admit that the nuclear deal was never
      signed and is not legally binding. Julia Frifield, the Assistant Secretary
      of State for Legislative Affairs, wrote in response to Pompeo s inquiry if
      he could see the signed agreement, in a letter reproduced at the
      congressman s website, that the nuclear deal was not binding and that it
      was not signed by any party. The key parts of the letter read:The Joint
      Comprehensive Plan of Action (JCPOA) is not a treaty or an executive
      agreement, and is not a signed document The success of the JCPOA will
      depend not on whether it is legally binding or signed, but rather on the
      extensive verification measures we have put in place, as well as Iran s
      understanding that we have the capacity to re-impose and ramp up our
      sanctions if Iran does not meet its commitments.Frifield asserted that the
      JCPOA was not a signed agreement but reflections of political commitments
      between Iran and the P5+1 nations the United States, Britain, France,
      China, Russia and Germany.Pompeo responded, For the State Department to
      try to defend the unsigned and non-binding Iran nuclear agreement by
      calling it a political commitment is about as absurd as the terms of the
      deal itself.
    example_title: Fake news

Fake_news_detection

This model is a fine-tuned version of Bert on an Fake news dataset ( https://huggingface.co/datasets/ErfanMoosaviMonazzah/fake-news-detection-dataset-English ).

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: 16
eval_batch_size: 16
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 2

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
0.0015	1.0	2245	0.0000	1.0
0.0005	2.0	4490	0.0000	1.0

Framework versions

Transformers 4.35.2
Pytorch 2.1.0+cu121
Datasets 2.16.1
Tokenizers 0.15.0