activity
20172024
most citedState-of-the-art generalisation research in NLP: A taxonomy and review

70 citations · 239 across the 24 of their papers we have counts for

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Showing 2021Show all

11 papers · 1 filter

cs.CL2021

A surprisal--duration trade-off across and within the world's languages

Tiago Pimentel, Clara Meister, Elizabeth Salesky +3

While there exist scores of natural languages, each with its unique features and idiosyncrasies, they all share a unifying theme: enabling human communication. We may thus reasonab…

cs.CL2021

On Homophony and Rényi Entropy

Tiago Pimentel, Clara Meister, Simone Teufel +1

Homophony's widespread presence in natural languages is a controversial topic. Recent theories of language optimality have tried to justify its prevalence, despite its negative eff…

cs.CL2021

Revisiting the Uniform Information Density Hypothesis

Clara Meister, Tiago Pimentel, Patrick Haller +3

The uniform information density (UID) hypothesis posits a preference among language users for utterances structured such that information is distributed uniformly across a signal.…

cs.CL2021

A Bayesian Framework for Information-Theoretic Probing

Tiago Pimentel, Ryan Cotterell

Pimentel et al. (2020) recently analysed probing from an information-theoretic perspective. They argue that probing should be seen as approximating a mutual information. This led t…

cs.CL2021

Modeling the Unigram Distribution

Irene Nikkarinen, Tiago Pimentel, Damián E. Blasi +1

The unigram distribution is the non-contextual probability of finding a specific word form in a corpus. While of central importance to the study of language, it is commonly approxi…

cs.CL2021

A Non-Linear Structural Probe

Jennifer C. White, Tiago Pimentel, Naomi Saphra +1

Probes are models devised to investigate the encoding of knowledge -- e.g. syntactic structure -- in contextual representations. Probes are often designed for simplicity, which has…

cs.CL2021

How (Non-)Optimal is the Lexicon?

Tiago Pimentel, Irene Nikkarinen, Kyle Mahowald +2

The mapping of lexical meanings to wordforms is a major feature of natural languages. While usage pressures might assign short words to frequent meanings (Zipf's law of abbreviatio…

cs.CL2021

Finding Concept-specific Biases in Form--Meaning Associations

Tiago Pimentel, Brian Roark, Søren Wichmann +2

This work presents an information-theoretic operationalisation of cross-linguistic non-arbitrariness. It is not a new idea that there are small, cross-linguistic associations betwe…

cs.CY2021

What About the Precedent: An Information-Theoretic Analysis of Common Law

Josef Valvoda, Tiago Pimentel, Niklas Stoehr +2

In common law, the outcome of a new case is determined mostly by precedent cases, rather than by existing statutes. However, how exactly does the precedent influence the outcome of…

cs.CL2021★ 5 cited

Quantifying Gender Bias Towards Politicians in Cross-Lingual Language Models

Karolina Stańczak, Sagnik Ray Choudhury, Tiago Pimentel +2

Recent research has demonstrated that large pre-trained language models reflect societal biases expressed in natural language. The present paper introduces a simple method for prob…

cs.CL2021

Disambiguatory Signals are Stronger in Word-initial Positions

Tiago Pimentel, Ryan Cotterell, Brian Roark

Psycholinguistic studies of human word processing and lexical access provide ample evidence of the preferred nature of word-initial versus word-final segments, e.g., in terms of at…