A Survey on Complex Tasks for Goal-Directed Interactive Agents
Fuente:
arXiv
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| Auteurs principaux: | , |
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| Format: | Preprint |
| Publié: |
2024
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| _version_ | 1866917788388425728 |
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| author | Hartmann, Mareike Koller, Alexander |
| author_facet | Hartmann, Mareike Koller, Alexander |
| contents | Goal-directed interactive agents, which autonomously complete tasks through interactions with their environment, can assist humans in various domains of their daily lives. Recent advances in large language models (LLMs) led to a surge of new, more and more challenging tasks to evaluate such agents. To properly contextualize performance across these tasks, it is imperative to understand the different challenges they pose to agents. To this end, this survey compiles relevant tasks and environments for evaluating goal-directed interactive agents, structuring them along dimensions relevant for understanding current obstacles. An up-to-date compilation of relevant resources can be found on our project website: https://coli-saar.github.io/interactive-agents. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2409_18538 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | A Survey on Complex Tasks for Goal-Directed Interactive Agents Hartmann, Mareike Koller, Alexander Computation and Language Goal-directed interactive agents, which autonomously complete tasks through interactions with their environment, can assist humans in various domains of their daily lives. Recent advances in large language models (LLMs) led to a surge of new, more and more challenging tasks to evaluate such agents. To properly contextualize performance across these tasks, it is imperative to understand the different challenges they pose to agents. To this end, this survey compiles relevant tasks and environments for evaluating goal-directed interactive agents, structuring them along dimensions relevant for understanding current obstacles. An up-to-date compilation of relevant resources can be found on our project website: https://coli-saar.github.io/interactive-agents. |
| title | A Survey on Complex Tasks for Goal-Directed Interactive Agents |
| topic | Computation and Language |
| url | https://arxiv.org/abs/2409.18538 |