Triple

T18204820
Position Surface form Disambiguated ID Type / Status
Subject XLM-R E435876 entity
Predicate basedOn P98 FINISHED
Object RoBERTa — NE NERFINISHED

Disambiguation candidates (1 decision)

The exact options the model was shown at each disambiguation step, with the option it chose highlighted — the evidence behind this triple's disambiguated ids.

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: RoBERTa
Context triple: [XLM-R, basedOn, RoBERTa]
  • A. RoBERTa chosen
    RoBERTa is a robustly optimized transformer-based language model developed by Facebook AI that improves upon BERT through enhanced training strategies and larger-scale data.
  • B. DeBERTa
    DeBERTa is a transformer-based language model developed by Microsoft that improves upon BERT and RoBERTa using disentangled attention and enhanced mask decoder mechanisms for superior natural language understanding.
  • C. DistilBERT
    DistilBERT is a smaller, faster, and lighter-weight distilled version of the BERT language model designed to retain most of its performance while being more efficient for practical NLP applications.
  • D. XLNet
    XLNet is a generalized autoregressive pretraining model for natural language processing that improves on BERT by leveraging permutation-based language modeling to better capture bidirectional context.
  • E. BertModel
    BertModel is a transformer-based neural network architecture from the BERT family used primarily for encoding text representations in natural language processing tasks.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (2 batches)

Stage Batch ID Job type Status
creating batch_69d8b90dba6481908e119eb9aa4ca0cb elicitation completed
NER batch_69e4e222831081908f7d5500424e3acb ner completed
Created at: April 10, 2026, 10:32 a.m.