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TabiBERT: A Modern BERT for Turkish NLP

Published:Dec 28, 2025 20:18
1 min read
ArXiv

Analysis

This paper introduces TabiBERT, a new large language model for Turkish, built on the ModernBERT architecture. It addresses the lack of a modern, from-scratch trained Turkish encoder. The paper's significance lies in its contribution to Turkish NLP by providing a high-performing, efficient, and long-context model. The introduction of TabiBench, a unified benchmarking framework, further enhances the paper's impact by providing a standardized evaluation platform for future research.
Reference

TabiBERT attains 77.58 on TabiBench, outperforming BERTurk by 1.62 points and establishing state-of-the-art on five of eight categories.

Analysis

This paper addresses the lack of a comprehensive benchmark for Turkish Natural Language Understanding (NLU) and Sentiment Analysis. It introduces TrGLUE, a GLUE-style benchmark, and SentiTurca, a sentiment analysis benchmark, filling a significant gap in the NLP landscape. The creation of these benchmarks, along with provided code, will facilitate research and evaluation of Turkish NLP models, including transformers and LLMs. The semi-automated data creation pipeline is also noteworthy, offering a scalable and reproducible method for dataset generation.
Reference

TrGLUE comprises Turkish-native corpora curated to mirror the domains and task formulations of GLUE-style evaluations, with labels obtained through a semi-automated pipeline that combines strong LLM-based annotation, cross-model agreement checks, and subsequent human validation.

Analysis

This research focuses on a crucial area: sentiment analysis, but for a less-resourced language. The study's contribution to Turkish NLP is potentially significant.
Reference

The research focuses on sentiment analysis in Turkish.

TurkColBERT: Advancing Turkish Information Retrieval with Dense Models

Published:Nov 20, 2025 16:42
1 min read
ArXiv

Analysis

This ArXiv article introduces TurkColBERT, a benchmark specifically designed for evaluating dense and late-interaction models in Turkish information retrieval. The research contributes to the field by addressing the language-specific challenges in information retrieval for Turkish.
Reference

The article's context indicates the introduction of TurkColBERT, a benchmark.

Politics#Podcast Analysis🏛️ OfficialAnalyzed: Dec 29, 2025 18:00

872 - Crossing the Bosphorus feat. Alex Nichols (10/1/24)

Published:Oct 1, 2024 16:06
1 min read
NVIDIA AI Podcast

Analysis

This podcast episode, hosted by NVIDIA AI, features Alex Nichols and focuses on the indictment of Mayor Eric Adams. The discussion delves into the details of the indictment, including alleged Turkish connections, airline bribes, and unusual travel routes. The episode also examines the defense of Adams by Tablet magazine and the perceived necessity of foreign bribes. The content appears to be satirical and critical, using humor to dissect the political situation. The inclusion of links to merchandise and a live show suggests a broader media presence and engagement with a specific audience.
Reference

We go through the many hilarious details of the unsealed indictment, the Turkish Connection, airline bribes, New York to Easter Island via Ankara travel, ice cream trickery, and windows literally falling off of Turkish buildings in NYC.