Interactive Plot Manipulation using Natural Language
| Autor: | Yihan Wang, Ndapa Nakashole, Yutong Shao |
|---|---|
| Rok vydání: | 2021 |
| Předmět: |
Interactive programming
Mode (computer interface) Computer science Human–computer interaction 0202 electrical engineering electronic engineering information engineering 020207 software engineering 02 engineering and technology 010501 environmental sciences Dialog box 01 natural sciences Plot (graphics) Natural language 0105 earth and related environmental sciences |
| Zdroj: | NAACL-HLT (Demonstrations) |
| DOI: | 10.18653/v1/2021.naacl-demos.11 |
| Popis: | We present an interactive Plotting Agent, a system that enables users to directly manipulate plots using natural language instructions within an interactive programming environment. The Plotting Agent maps language to plot updates. We formulate this problem as a slot-based task-oriented dialog problem, which we tackle with a sequence-to-sequence model. This plotting model while accurate in most cases, still makes errors, therefore, the system allows a feedback mode, wherein the user is presented with a top-k list of plots, among which the user can pick the desired one. From this kind of feedback, we can then, in principle, continuously learn and improve the system. Given that plotting is widely used across data-driven fields, we believe our demonstration will be of interest to both practitioners such as data scientists broadly defined, and researchers interested in natural language interfaces. |
| Databáze: | OpenAIRE |
| Externí odkaz: |
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