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README.md
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This dataset contains the personality annotations from the experiments included in the *Feedback Forensics* paper.
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The annotations are provided over pairwise model outputs, typically consisting of a prompt and two responses.
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Each individual annotation considers
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two responses differ with respect to that trait
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(e.g. one response is more confident),
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Annotations were collected using the [Inverse Constitutional AI (ICAI)](https://github.com/rdnfn/icai) annotation pipeline with a
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fixed set of personality traits to be tested, using `gemini-2.5-flash`. The data is provided in the AnnotatedPairs json data
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format, [described here](https://github.com/rdnfn/icai?tab=readme-ov-file#using-results-for-further-analysis-the-annotated-pairs-json-format-v20).
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where i is the index of the annotation. `dataset['comparisons'][i]["metadata"]`
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provides metadata to enable merging.
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## Annotated
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We provide annotations for (subsets
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| Dataset | License | Source |
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| **Chatbot Arena** | | |
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| └ Arena Explorer release | CC-BY-4.0 (prompts), model terms of use (responses) | [Arena Explorer on HuggingFace](https://huggingface.co/datasets/lmarena-ai/arena-human-preference-100k) |
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| └ Llama-4-Maverick release | CC-BY-4.0 (prompts), model terms of use (responses) | [Llama-4-Maverick on HuggingFace](https://huggingface.co/spaces/lmarena-ai/Llama-4-Maverick-03-26-Experimental_battles/blob/main/data/clean-llama4.jsonl) |
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| **FF-Model-Personality** | ODC-By and CC-BY-4.0 (prompts), model terms of use (responses) | [FF-Model-Personality on
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We further include the human and AI annotations (`human_personality_annotations.json`) used for validating our AI
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## License
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This dataset contains the personality annotations from the experiments included in the *Feedback Forensics* paper.
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The annotations are provided over pairwise model outputs, typically consisting of a prompt and two responses.
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Each individual annotation considers a single personality trait (e.g. "confidence"). The annotation indicates whether
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two responses differ with respect to that trait
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(e.g. one response is more confident), or whether the trait does not apply or is equal in both responses.
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Annotations were collected using the [Inverse Constitutional AI (ICAI)](https://github.com/rdnfn/icai) annotation pipeline with a
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fixed set of personality traits to be tested, using `gemini-2.5-flash`. The data is provided in the AnnotatedPairs json data
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format, [described here](https://github.com/rdnfn/icai?tab=readme-ov-file#using-results-for-further-analysis-the-annotated-pairs-json-format-v20).
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where i is the index of the annotation. `dataset['comparisons'][i]["metadata"]`
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provides metadata to enable merging.
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## Annotated datasets
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We provide annotations for (subsets of) the following datasets:
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| Dataset | License | Source |
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|---------|---------|--------|
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| **Chatbot Arena** | | |
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| └ Arena Explorer release | CC-BY-4.0 (prompts), model terms of use (responses) | [Arena Explorer on HuggingFace](https://huggingface.co/datasets/lmarena-ai/arena-human-preference-100k) |
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| └ Llama-4-Maverick release | CC-BY-4.0 (prompts), model terms of use (responses) | [Llama-4-Maverick on HuggingFace](https://huggingface.co/spaces/lmarena-ai/Llama-4-Maverick-03-26-Experimental_battles/blob/main/data/clean-llama4.jsonl) |
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| **FF-Model-Personality** | ODC-By and CC-BY-4.0 (prompts), model terms of use (responses) | [FF-Model-Personality on HuggingFace](https://huggingface.co/datasets/rdnfn/ff-model-personality) |
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We further include the human and AI annotations (`human_personality_annotations.json`) used for validating our AI
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annotators (paper, Appendix G.2). The file covers ten traits on 101 general Chatbot Arena comparisons. It holds the
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labels of both human labellers, their soft unanimous aggregate, and AI annotations from five annotator configurations
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with three seeds each. In this file, `gemini-2.5-flash` denotes the multi-vote configuration and
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`gemini-2.5-flash-single` the single-vote annotator used for the main results. As in the other splits, prompts and
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responses are not included.
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## License
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