Personality Trait Recognition

Benchmarks archive 2025-07-28

2 leaderboard tables shown for this task, 2 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

3 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

6 shown of 6 papers with code (13 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• A Synthetic Dataset for Personal Attribute Inference
  11 Jun 2024 2 repositories listed Syntology ran 5 of 6 samples · 1 unverified
  Recently, powerful Large Language Models (LLMs) have become easily accessible to hundreds of millions of users world-wide.
• Revealing Personality Traits: A New Benchmark Dataset for Explainable Personality Recognition on Dialogues
  29 Sep 2024 1 repository listed
  In this paper, we propose a novel task named Explainable Personality Recognition, aiming to reveal the reasoning process as supporting evidence of the personality trait.
• OCEAN-AI framework with EmoFormer cross-hemiface attention approach for personality traits assessment
  6 Nov 2023 1 repository listed
  Psychological and neurological studies earlier suggested that a personality type can be determined by the whole face as well as by its sides.
• CPED: A Large-Scale Chinese Personalized and Emotional Dialogue Dataset for Conversational AI
  29 May 2022 1 repository listed
  Finally, we provide baseline systems for these tasks and consider the function of speakers' personalities and emotions on conversation.
• Learning to Navigate Intersections with Unsupervised Driver Trait Inference
  14 Sep 2021 1 repository listed
  Then, we use this trait representation to learn a policy for an autonomous vehicle to navigate through a T-intersection with deep reinforcement learning.
• Deep Impression: Audiovisual Deep Residual Networks for Multimodal Apparent Personality Trait Recognition
  16 Sep 2016 1 repository listed
  Here, we develop an audiovisual deep residual network for multimodal apparent personality trait recognition.

Syntology lines on 1 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.