The Interactions of Rational, Pragmatic Agents Lead to Efficient Language Structure and Use. (5th February 2020)
- Record Type:
- Journal Article
- Title:
- The Interactions of Rational, Pragmatic Agents Lead to Efficient Language Structure and Use. (5th February 2020)
- Main Title:
- The Interactions of Rational, Pragmatic Agents Lead to Efficient Language Structure and Use
- Authors:
- Peloquin, Benjamin N.
Goodman, Noah D.
Frank, Michael C. - Abstract:
- Abstract: Despite their diversity, languages around the world share a consistent set of properties and distributional regularities. For example, the distribution of word frequencies, the distribution of syntactic dependency lengths, and the presence of ambiguity are all remarkably consistent across languages. We discuss a framework for studying how these system‐level properties emerge from local, in‐the‐moment interactions of rational, pragmatic speakers and listeners. To do so, we derive a novel objective function for measuring the communicative efficiency of linguistic systems in terms of the interactions of speakers and listeners. We examine the behavior of this objective in a series of simulations focusing on the communicative function of ambiguity in language. These simulations suggest that rational pragmatic agents will produce communicatively efficient systems and that interactions between such agents provide a framework for examining efficient properties of language structure and use more broadly. Abstract : Despite their diversity, human languages share consistent properties and regularities. Wherefrom does this consistency arise? And does it tell us something about the problem that all languages need to solve? The authors provide an intriguing analyses which focuses on the "communicative function of ambiguity" whose resolution entailed an equally intriguing "speaker–listener cross‐entropy objective for measuring the efficiency of linguistic systems from firstAbstract: Despite their diversity, languages around the world share a consistent set of properties and distributional regularities. For example, the distribution of word frequencies, the distribution of syntactic dependency lengths, and the presence of ambiguity are all remarkably consistent across languages. We discuss a framework for studying how these system‐level properties emerge from local, in‐the‐moment interactions of rational, pragmatic speakers and listeners. To do so, we derive a novel objective function for measuring the communicative efficiency of linguistic systems in terms of the interactions of speakers and listeners. We examine the behavior of this objective in a series of simulations focusing on the communicative function of ambiguity in language. These simulations suggest that rational pragmatic agents will produce communicatively efficient systems and that interactions between such agents provide a framework for examining efficient properties of language structure and use more broadly. Abstract : Despite their diversity, human languages share consistent properties and regularities. Wherefrom does this consistency arise? And does it tell us something about the problem that all languages need to solve? The authors provide an intriguing analyses which focuses on the "communicative function of ambiguity" whose resolution entailed an equally intriguing "speaker–listener cross‐entropy objective for measuring the efficiency of linguistic systems from first principles of efficient language use." … (more)
- Is Part Of:
- Topics in cognitive science. Volume 12:Number 1(2020)
- Journal:
- Topics in cognitive science
- Issue:
- Volume 12:Number 1(2020)
- Issue Display:
- Volume 12, Issue 1 (2020)
- Year:
- 2020
- Volume:
- 12
- Issue:
- 1
- Issue Sort Value:
- 2020-0012-0001-0000
- Page Start:
- 433
- Page End:
- 445
- Publication Date:
- 2020-02-05
- Subjects:
- Communicative efficiency -- Rational Speech Act theory -- Computational modeling -- Information theory -- Agent‐based simulation
Cognitive science -- Periodicals
Cognitive Science -- Periodicals
153.05 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)1756-8765 ↗
http://www3.interscience.wiley.com/journal/121673067/toc ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1111/tops.12489 ↗
- Languages:
- English
- ISSNs:
- 1756-8757
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 12797.xml