Emotional Intelligence

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 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

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

Subtasks archive 2025-07-28

3 subtasks in the archive's task tree.

Most implemented papers archive 2025-07-28

19 shown of 19 papers with code (77 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.

• Scaling Language Models: Methods, Analysis & Insights from Training Gopher
  8 Dec 2021 3 repositories listed
  Language modelling provides a step towards intelligent communication systems by harnessing large repositories of written human knowledge to better predict and understand the world.
• RLVER: Reinforcement Learning with Verifiable Emotion Rewards for Empathetic Agents
  3 Jul 2025 1 repository listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  Large language models (LLMs) excel at logical and algorithmic reasoning, yet their emotional intelligence (EQ) still lags far behind their cognitive prowess.
• EmoMeta: A Multimodal Dataset for Fine-grained Emotion Classification in Chinese Metaphors
  12 May 2025 1 repository listed
  The advent of multimodal data and widespread communication has led to a proliferation of multimodal metaphors, amplifying the complexity of emotion classification compared to single-mode scenarios.
• SAGE: Steering and Refining Dialog Generation with State-Action Augmentation
  4 Mar 2025 1 repository listed
  Recent advances in large language models have demonstrated impressive capabilities in task-oriented applications, yet building emotionally intelligent chatbots that can engage in natural, strategic conversations remains…
• REALTALK: A 21-Day Real-World Dataset for Long-Term Conversation
  18 Feb 2025 1 repository listed
  Building on these insights, we introduce two benchmark tasks: (1) persona simulation where a model continues a conversation on behalf of a specific user given prior dialogue context; and (2) memory probing where a model…
• Sloth: scaling laws for LLM skills to predict multi-benchmark performance across families
  9 Dec 2024 1 repository listed Syntology ran 0 of 9 samples · 9 unverified
  In this work, we propose Skills Scaling Laws (SSLaws, pronounced as Sloth), a novel scaling law that leverages publicly available benchmark data and assumes LLM performance is driven by low-dimensional latent skills,…
• Empathic Grounding: Explorations using Multimodal Interaction and Large Language Models with Conversational Agents
  1 Jul 2024 1 repository listed
  We introduce the concept of "empathic grounding" in conversational agents as an extension of Clark's conceptualization of grounding in conversation in which the grounding criterion includes listener empathy for the…
• EmoLLM: Multimodal Emotional Understanding Meets Large Language Models
  24 Jun 2024 1 repository listed
  Experimental results demonstrate that EmoLLM significantly elevates multimodal emotional understanding performance, with an average improvement of 12.
• Language Model Council: Democratically Benchmarking Foundation Models on Highly Subjective Tasks
  12 Jun 2024 1 repository listed
  However, using a single LLM judge is prone to intra-model bias, and many tasks - such as those related to emotional intelligence, creative writing, and persuasiveness - may be too subjective for a single model to judge…
• NegativePrompt: Leveraging Psychology for Large Language Models Enhancement via Negative Emotional Stimuli
  5 May 2024 1 repository listed Syntology ran 3 of 5 samples · 2 unverified · 5 pointer-only (licence)
  The results are revealing: NegativePrompt markedly enhances the performance of LLMs, evidenced by relative improvements of 12.
• EmoBench: Evaluating the Emotional Intelligence of Large Language Models
  19 Feb 2024 1 repository listed
  Recent advances in Large Language Models (LLMs) have highlighted the need for robust, comprehensive, and challenging benchmarks.
• Both Matter: Enhancing the Emotional Intelligence of Large Language Models without Compromising the General Intelligence
  15 Feb 2024 1 repository listed
  Emotional Intelligence (EI), consisting of emotion perception, emotion cognition and emotion expression, plays the critical roles in improving user interaction experience for the current large language model (LLM) based…
• EQ-Bench: An Emotional Intelligence Benchmark for Large Language Models
  11 Dec 2023 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  We introduce EQ-Bench, a novel benchmark designed to evaluate aspects of emotional intelligence in Large Language Models (LLMs).
• Divergences between Language Models and Human Brains
  15 Nov 2023 1 repository listed
  Do machines and humans process language in similar ways?
• From Multilingual Complexity to Emotional Clarity: Leveraging Commonsense to Unveil Emotions in Code-Mixed Dialogues
  19 Oct 2023 1 repository listed
  Recognizing that emotional intelligence encompasses a comprehension of worldly knowledge, we propose an innovative approach that integrates commonsense information with dialogue context to facilitate a deeper…
• Emotion Twenty Questions Dialog System for Lexical Emotional Intelligence
  5 Oct 2022 1 repository listed
  This paper presents a web-based demonstration of Emotion Twenty Questions (EMO20Q), a dialog game whose purpose is to study how people describe emotions.
• Real-Time Emotion Classification Using EEG Data Stream in E-Learning Contexts
  25 Feb 2021 1 repository listed
  The proposed RECS is capable of classifying emotions in real-time by training the model in an online fashion using an EEG signal stream.
• Investigating Emotion-Color Association in Deep Neural Networks
  22 Nov 2020 1 repository listed
  The representations learned by deep neural networks can indeed show an emotion-color association 2.
• Are there intelligent Turing machines?
  12 Mar 2015 1 repository listed
  This paper introduces a new computing model based on the cooperation among Turing machines called orchestrated machines.

Syntology lines on 4 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.