text: correlated (see Figure 12). We preferred to propose 
  datasets even if they could introduce biases rather 
  than not address the task in the benchmark. Note 
  that each task type can be considered individually. 
  We hope additional resources will be developed 
  in the French-speaking community to enrich our 
  comparison. 
  
  Benchmark validity over time As with all 
  benchmarks, their reliability over time can be dis- 
  cussed as the field evolves fast. The models se- 
  lected for the analysis conducted in this paper are 
  those available at this time, new outperforming 
  models will be created and shall be evaluated. Our 
  work extends MTEB and thus simplifies the ad- 
  dition of new datasets for evaluation and allows 
  running new models. With this effort, we hope 
  this will simplify the evaluation of new models pro- 
  posed by the community to keep our work up to 
  date. 