Nils Reimers

Temporal Anchoring of Events for the TimeBank Corpus

2016

Today's extraction of temporal information for events heavily depends on annotated temporal links. These so called TLINKs capture the relation between pairs of event mentions and time expressions. One problem is that the number of …

Optimal Hyperparameters for Deep LSTM-Networks for Sequence Labeling Tasks

2017 · arXiv (Cornell University)

Selecting optimal parameters for a neural network architecture can often make the difference between mediocre and state-of-the-art performance. However, little is published which parameters and design choices should be evaluated or selected making the correct …

Revisiting Joint Modeling of Cross-document Entity and Event Coreference Resolution

2019

Recognizing coreferring events and entities across multiple texts is crucial for many NLP applications. Despite the task's importance, research focus was given mostly to withindocument entity coreference, with rather little attention to the other variants. …

Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

2019

Nils Reimers, Iryna Gurevych. Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP). 2019.

MTEB: Massive Text Embedding Benchmark

2023

Text embeddings are commonly evaluated on a small set of datasets from a single task not covering their possible applications to other tasks. It is unclear whether state-of-the-art embeddings on semantic textual similarity (STS) can …