Notice: The reproducibility variables underlying each score are classified using an automated LLM-based pipeline, validated against a manually labeled dataset. LLM-based classification introduces uncertainty and potential bias; scores should be interpreted as estimates. Full accuracy metrics and methodology are described in Coakley et alK. L. Coakley, T. Snelleman, H. Hoos, and O. E. Gundersen, "The embrace of open science: An analysis of a decade of AI research and 56 800 conference papers," Under Review, 2026..
How Do Your Friends on Social Media Disclose Your Emotions?
Authors: Yang Yang, Jia Jia, Shumei Zhang, Boya Wu, Qicong Chen, Juanzi Li, Chunxiao Xing, Jie Tang
AAAI 2014 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Experiments on an open Flickr dataset show that the proposed model can significantly improve (+37.4% by F1) the accuracy for inferring user emotions. |
| Researcher Affiliation | Academia | Department of Computer Science and Technology, Tsinghua University Tsinghua National Laboratory for Information Science and Technology (TNList) |
| Pseudocode | Yes | Algorithm 1: Probabilistic generative process in the proposed model. |
| Open Source Code | Yes | The dataset, all codes, and visual features used in the experiments are public available 3. 3http://arnetminer.org/emotion/ |
| Open Datasets | Yes | Experiments on an open Flickr dataset show that the proposed model can significantly improve (+37.4% by F1) the accuracy for inferring user emotions. |
| Dataset Splits | Yes | We conduct a 5-fold cross validation to evaluate each method and report the averaged results. |
| Hardware Specification | No | The paper does not provide specific details about the hardware used to run the experiments. |
| Software Dependencies | No | The paper mentions using 'LIBSVM (Chang and Lin 2011)' but does not provide its version number or any other software dependencies with specific versions. |
| Experiment Setup | Yes | For parameter configuration, we empirically set K = 6, α = 0.1, γ = 0.1, τ = 0.01, b0 = 1, and b1 = 2. |