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 [1].
New Algorithms for Japanese Residency Matching
Authors: Zhaohong Sun, Taiki Todo, Makoto Yokoo
IJCAI 2021 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | In this section, we empirically evaluate our newly designed algorithms GDA-RH and GDA-RO. and Figure 2: Comparison of three algorithms in terms of doctors welfare |
| Researcher Affiliation | Academia | Zhaohong Sun1 , Taiki Todo2 and Makoto Yokoo2 1UNSW Sydney 2Kyushu University |
| Pseudocode | Yes | Algorithm 1 Generalized Deferred Acceptance with Regions, Algorithm 2 Choice function Chr of region r, Algorithm 3 Choice function Chh of hospital h |
| Open Source Code | No | The paper does not provide an explicit statement or a link to open-source code for the described methodology. |
| Open Datasets | No | The preference proļ¬les of the doctors and the priority proļ¬les of the hospitals and regions are generated by Mallows Model (MM), which is commonly used to generate preference and priority proļ¬les when such information is unavailable [Lu and Boutilier, 2011]. We exploit the Pref Lib library to generate preference and priority proļ¬les [Mattei and Walsh, 2013]. |
| Dataset Splits | No | The paper does not explicitly state training, validation, or test dataset splits. |
| Hardware Specification | No | The paper does not provide any specific hardware details used for running the experiments. |
| Software Dependencies | No | We exploit the Pref Lib library to generate preference and priority proļ¬les [Mattei and Walsh, 2013]. |
| Experiment Setup | Yes | We consider a medium-sized market with |D| = 200 doctors, |H| = 10 hospitals, and |R| = 2 regions. We assume all hospitals have the same capacity and artiļ¬cial-cap, and all regions have the same number of hospitals and regional quotas. ... The artiļ¬cial cap is set to |D| / |H| ā 1.1 = 22, and the regional quota is set to |D| / |R| ā 1.1 = 110 ... a ratio is chosen from three reasonable values: {1.2, 1.5, 2.0}. ... In this experiment, Īø takes three values from {0.2, 0.5, 0.8}. |