RL mapping instructions (troubleshooting)
No estimate
No hardware requirements for this model
The weights for this model have not been published, so it cannot be downloaded or run on your own hardware at any size. It is reachable only through its provider, and no graphics card changes that.
On record
Full specification
Everything on record for this model. Most of it describes how it was trained rather than how it runs — useful context for judging how much work went into it, and how it compares with models built at a different scale.
Origin
Who built this model, where, and when it was published.
- Organisation
- Massachusetts Institute of Technology (MIT)
- Organisation type
- Academia
- Country
- United States of America
- Published
- 2 August 2009
- Authors
- SRK Branavan, H Chen, LS Zettlemoyer, R Barzilay
What it does
The problem areas the model was built for. A model can carry several of each.
- Domain
- Language
- Task
- Instruction interpretation
Size
How large the model is and how much data it was trained on. Parameters are the figure that decides whether it fits on a given graphics card.
- Parameters
- 133.1K
- Training data
- tokens
"We use a policy gradient algorithm to estimate the parameters of a log-linear model for action selection [...] In total, there are 4,438 features [in the Windows domain]. [...] This difficulty can be attributed in part to the large branching factor of possible actions at each step — on average, there are 27.14 choices per action in the Windows domain"
Shown at beginning of section 7 Total number of documents is 128, average number of actions per document is 10.37
How it is classified
Labels the source dataset applies when tracking notable models, and how confident it is in the entry.
- Citations
- 318
Sources
Where this record came from and when it was last checked.
- Reference
- Reinforcement Learning for Mapping Instructions to Actions
- Last updated
- 11 February 2026
What the numbers mean
What this model is
RL mapping instructions (troubleshooting) was published by Massachusetts Institute of Technology (MIT), in United States of America, in August 2009. It comes out of academia.
It works in Language, and is recorded as doing instruction interpretation.
This is a closed model: the trained values stayed with whoever produced them, and there is no local version to run.
Answers
RL mapping instructions (troubleshooting) — common questions
What is RL mapping instructions (troubleshooting) used for?
RL mapping instructions (troubleshooting) works in Language, and is recorded as handling instruction interpretation. Models frequently carry more than one of each, and the tags describe purpose rather than capability limits.
What GPU do I need to run RL mapping instructions (troubleshooting)?
None. RL mapping instructions (troubleshooting) is a closed model — its weights were never published, so it cannot be downloaded or run on your own hardware at any price. It is reachable only through its provider.
Is RL mapping instructions (troubleshooting) open source?
The licensing for RL mapping instructions (troubleshooting) was never recorded in our source data. We treat unstated licensing as closed, because an unrecorded licence is not one to rely on.
How many parameters does RL mapping instructions (troubleshooting) have?
RL mapping instructions (troubleshooting) has 133.1K parameters. "We use a policy gradient algorithm to estimate the parameters of a log-linear model for action selection [...] In total, there are 4,438 features [in the Windows domain]. [...] This difficulty can be attributed in part to the large branching factor of possible actions at each step — on average, there are 27.14 choices per action in the Windows domain". That figure is the total, and it is what decides how much memory the model needs — roughly half a gigabyte per billion at the compression most people use.
Who created RL mapping instructions (troubleshooting)?
RL mapping instructions (troubleshooting) was published by Massachusetts Institute of Technology (MIT), based in United States of America, categorised as academia.
When was RL mapping instructions (troubleshooting) released?
RL mapping instructions (troubleshooting) was published in August 2009. Capability per parameter has improved considerably since, so a newer model of the same size is often the better use of the same hardware.
The other direction
Looking at it from the other side?
This page starts from the model. If you already own a card and want to know everything it will run, start from the hardware instead.