Machine Learning

1 readers

1 users here now

Community Rules:

Be nice. No offensive behavior, insults or attacks: we encourage a diverse community in which members feel safe and have a voice.
Make your post clear and comprehensive: posts that lack insight or effort will be removed. (ex: questions which are easily googled)
Beginner or career related questions go elsewhere. This community is focused in discussion of research and new projects that advance the state-of-the-art.
Limit self-promotion. Comments and posts should be first and foremost about topics of interest to ML observers and practitioners. Limited self-promotion is tolerated, but the sub is not here as merely a source for free advertisement. Such posts will be removed at the discretion of the mods.

founded 1 year ago

MODERATORS

communick@academy.garden

[R] Towards Reliable Misinformation Mitigation: Generalization, Uncertainty, and GPT-4 (alien.top)

submitted 1 year ago by KellinPelrine@alien.top to c/machinelearning@academy.garden

2 comments fedilink hide all child comments

Paper: https://arxiv.org/abs/2305.14928

Kellin Pelrine, Anne Imouza, Camille Thibault, Meilina Reksoprodjo, Caleb Gupta, Joël Christoph, Jean-François Godbout, Reihaneh Rabbany

Greatly updated version of our misinformation mitigation paper, forthcoming at EMNLP 2023, is out!

We propose 3 key elements for building a reliable misinfo mitigation system: recent LLMs, graceful failure, and a focus on generalization.

In addition to results on each of those, we conducted experiments on temperature, prompting, comparing LLMs, versioning, explainability, web retrieval, and more. We also published the LIAR-New dataset, which has every example in both English and French, plus novel Possibility labels which mark whether an input has sufficient context or is too ambiguous for veracity evaluation.

Please check it out! And I'd be happy to hear your thoughts.

you are viewing a single comment's thread
view the rest of the comments

[–] CatalyzeX_code_bot@alien.top 1 points 1 year ago

Found 1 relevant code implementation for "Towards Reliable Misinformation Mitigation: Generalization, Uncertainty, and GPT-4".

Ask the author(s) a question about the paper or code.

If you have code to share with the community, please add it here 😊🙏

To opt out from receiving code links, DM me.