Conversational Recommendation on VideoGames (sampled)
37.8Success Rate@3LatentCRS_V
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LatentCRS_VInteraction Setting=multi-turn2025.03 | 37.8 | 42.6 | 3.706 | — | — | — | — | |
| LatentCRS_FInteraction Setting=multi-turn2025.03 | 28.6 | 35.6 | 4.042 | — | — | — | — | |
| UniCRSInteraction Setting=multi-turn2025.03 | 27.2 | 39.4 | 3.952 | — | — | — | — | |
| LatentCRS_BInteraction Setting=multi-turn2025.03 | 26.4 | 33.6 | 4.078 | — | — | — | — | |
| CRAGInteraction Setting=multi-turn2025.03 | 26.2 | 42.2 | 4.51 | — | — | — | — | |
| Gemini-1.5-ProInteraction Setting=multi-turn2025.03 | 24.8 | 38.4 | 4.108 | — | — | — | — | |
| GPT-4Interaction Setting=multi-turn2025.03 | 23.6 | 39.8 | 4.246 | — | — | — | — | |
| Chat-RecInteraction Setting=multi-turn2025.03 | 22.4 | 72.4 | 3.76 | — | — | — | — | |
| Llama-3.1-8BInteraction Setting=multi-turn2025.03 | 20.8 | 27.6 | 4.668 | — | — | — | — | |
| UNICORNInteraction Setting=multi-turn2025.03 | 18.4 | 26 | 4.362 | — | — | — | — | |
| InteRecAgentInteraction Setting=multi-turn2025.03 | 15.6 | 29.2 | 4.492 | — | — | — | — | |
| CRIFInteraction Setting=multi-turn2025.03 | 12.6 | 21.6 | 4.578 | — | — | — | — | |
| CRMInteraction Setting=multi-turn2025.03 | 1.3 | — | — | — | — | — | — | |
| Chat-Recsetting=single-turn setting2025.03 | — | — | — | 3.8 | 2.68 | 8 | 6.3 | |
| CRAGsetting=single-turn setting2025.03 | — | — | — | 4 | 2.96 | 18.8 | 10.11 | |
| Gemini-1.5-Prosetting=single-turn setting2025.03 | — | — | — | 3.4 | 2.16 | 6.2 | 4.09 | |
| GPT-4setting=single-turn setting2025.03 | — | — | — | 3.2 | 2.04 | 5.8 | 4 | |
| InteRecAgentsetting=single-turn setting2025.03 | — | — | — | 1.4 | 0.86 | 2.4 | 1.18 | |
| LatentCRS_Bsetting=single-turn setting2025.03 | — | — | — | 14 | 10.08 | 25 | 13.26 | |
| LatentCRS_Fsetting=single-turn setting2025.03 | — | — | — | 14.6 | 10.72 | 23 | 13.47 | |
| LatentCRS_Vsetting=single-turn setting2025.03 | — | — | — | 18 | 13.86 | 24.6 | 15.92 | |
| Llama-3.1-8Bsetting=single-turn setting2025.03 | — | — | — | 2 | 1.43 | 3.4 | 1.82 | |
| UniCRSsetting=single-turn setting2025.03 | — | — | — | 7.8 | 5.94 | 22.3 | 12.91 |