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doi: 10.5281/zenodo.15834999 , 10.5281/zenodo.11180915 , 10.5281/zenodo.4911336 , 10.5281/zenodo.7503340 , 10.5281/zenodo.15835967 , 10.5281/zenodo.5564211 , 10.5281/zenodo.15052846 , 10.5281/zenodo.7692061 , 10.5281/zenodo.12793147 , 10.5281/zenodo.6507568 , 10.5281/zenodo.10208607 , 10.5281/zenodo.17803687 , 10.5281/zenodo.7639916 , 10.5281/zenodo.4381785 , 10.5281/zenodo.7987071 , 10.5281/zenodo.13907980 , 10.5281/zenodo.5168575 , 10.5281/zenodo.6817278 , 10.5281/zenodo.5779238 , 10.5281/zenodo.5353198 , 10.5281/zenodo.11004583 , 10.5281/zenodo.7068172
doi: 10.5281/zenodo.15834999 , 10.5281/zenodo.11180915 , 10.5281/zenodo.4911336 , 10.5281/zenodo.7503340 , 10.5281/zenodo.15835967 , 10.5281/zenodo.5564211 , 10.5281/zenodo.15052846 , 10.5281/zenodo.7692061 , 10.5281/zenodo.12793147 , 10.5281/zenodo.6507568 , 10.5281/zenodo.10208607 , 10.5281/zenodo.17803687 , 10.5281/zenodo.7639916 , 10.5281/zenodo.4381785 , 10.5281/zenodo.7987071 , 10.5281/zenodo.13907980 , 10.5281/zenodo.5168575 , 10.5281/zenodo.6817278 , 10.5281/zenodo.5779238 , 10.5281/zenodo.5353198 , 10.5281/zenodo.11004583 , 10.5281/zenodo.7068172
Highlights: Added FastEmbed backend by @nickprock in #2213 Added LangChain backend by @regaltsui in #2303 Pass precomputed embeddings to KeyBERTInspired.extract_topics @saikumaru in #2368 Fixes: Merge models without pytorch (using safetensors) by @MaartenGr in #2329 Fix installation issue with uv by @MaartenGr in #2328 * Fix incorrect comparison in update_topics by @uply23333 in #2336 Add missing comma under Exploration subsection by @angelonazzaro in #2374 Fix typo in Lightweight installation under tips_and_tricks by @angelonazzaro in #2375 Fix IndexError in zero-shot topic modeling by @MaartenGr in #2267
| selected citations These citations are derived from selected sources. This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | 39 | |
| popularity This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network. | Top 10% | |
| influence This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | Top 10% | |
| impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network. | Top 1% |
| views | 374 | |
| downloads | 28 |

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