Notice: This website is continuously updated as new conference proceedings and journal volumes are published. Consequently, the figures presented here may differ from those reported in our publications.
A brief overview of our methodology is provided on the Methods page, along with references to publications documenting our approach and links to the code and data used in each study.
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.
Sampled Estimators For Softmax Must Be Biased
Authors: Li-Chung Lin, Yaxu Liu, Chih-Jen Lin
NeurIPS 2025 | Venue PDF | LLM Run Details | Input Tokens: 19,219 Total number of tokens sent to the LLM as input for this paper's analysis. | Output Tokens: 2,729 Total number of tokens produced by the LLM (including reasoning/thinking tokens) for this paper's analysis.
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | Answer: [NA] . Justiļ¬cation: There is no experiment. |
| Researcher Affiliation | Academia | Li-Chung Lin National Taiwan University EMAIL Yaxu Liu National Taiwan University EMAIL Mohamed bin Zayed University of Artiļ¬cial Intelligence EMAIL Chih-Jen Lin National Taiwan University EMAIL Mohamed bin Zayed University of Artiļ¬cial Intelligence EMAIL |
| Pseudocode | No | The paper describes steps and proves a theoretical result, but it does not contain a clearly labeled pseudocode or algorithm block. |
| Open Source Code | No | Answer: [NA] . Justiļ¬cation: There is no experiment. |
| Open Datasets | No | Answer: [NA] . Justiļ¬cation: There is no experiment. |
| Dataset Splits | No | Answer: [NA] . Justiļ¬cation: There is no experiment. |
| Hardware Specification | No | Answer: [NA] . Justiļ¬cation: There is no experiment. |
| Software Dependencies | No | The paper does not mention any software dependencies with specific version numbers, as it is a theoretical paper without experiments. |
| Experiment Setup | No | Answer: [NA] . Justiļ¬cation: There is no experiment. |