modelparams.dev
Sampling number 32 models

Presence penalty presence_penalty

Penalizes repeated words or phrases to encourage a wider variety of generated content.

Type
number
Default
0
Range
-2 – 2

presence_penalty by model

The exact type, default, range, and conditions for presence_penalty on each model that documents it.

Model Provider Type Default Range / values Condition
Command A 03 2025 Cohere number 0 0…1 step 0.1
Command A Plus 05 2026 Cohere number 0 0…1 step 0.1
Command A Reasoning 08 2025 Cohere number 0 0…1 step 0.1
Command A Translate 08 2025 Cohere number 0 0…1 step 0.1
Command A Vision 07 2025 Cohere number 0 0…1 step 0.1
Command R 08 2024 Cohere number 0 0…1 step 0.1
Command R Plus 08 2024 Cohere number 0 0…1 step 0.1
Command R7b 12 2024 Cohere number 0 0…1 step 0.1
Codestral Latest Mistral number 0 -2…2 step 0.1
Devstral 2512 Mistral number 0 -2…2 step 0.1
Devstral Latest Mistral number 0 -2…2 step 0.1
Magistral Medium Latest Mistral number 0 -2…2 step 0.1
Magistral Small Latest Mistral number 0 -2…2 step 0.1
Ministral 14b Latest Mistral number 0 -2…2 step 0.1
Ministral 3b Latest Mistral number 0 -2…2 step 0.1
Ministral 8b Latest Mistral number 0 -2…2 step 0.1
Mistral Large Latest Mistral number 0 -2…2 step 0.1
Mistral Medium 3.5 Mistral number 0 -2…2 step 0.1
Mistral Medium Latest Mistral number 0 -2…2 step 0.1
Mistral Small Latest Mistral number 0 -2…2 step 0.1
Open Mistral Nemo Mistral number 0 -2…2 step 0.1
Moonshot v1 128K Moonshot AI number 0 -2…2 step 0.1
Moonshot v1 32K Moonshot AI number 0 -2…2 step 0.1
Moonshot v1 8K Moonshot AI number 0 -2…2 step 0.1
Llama 3.1 Nemoguard 8b Topic Control Nvidia number 0 -2…2
Llama 3.1 Nemotron Nano 8b V1 Nvidia number 0 -2…2
Llama 3.1 Nemotron Ultra 253b V1 Nvidia number 0 -2…2
Llama 3.3 Nemotron Super 49b V1 Nvidia number 0 -2…2
Llama 3.3 Nemotron Super 49b V1.5 Nvidia number 0 -2…2
Nemotron Mini 4b Instruct Nvidia number 0 -2…2
Riva Translate 4b Instruct V1.1 Nvidia number 0 -2…2
Mimo V2.5 Pro Xiaomi number 0 -2…2 step 0.1

Models without presence_penalty documented yet

These models don't list presence_penalty in the catalog. That may mean the provider doesn't accept it, or it simply hasn't been added yet — the data is community-maintained.

Related sampling parameters

Resources

How to use

Building with an AI agent? Hit Copy to grab this whole guide as Markdown and paste it in — or point your agent straight at /llms.txt.

modelparams.dev is an open, community-maintained catalog of model parameters. Each entry shows the knobs you can turn — type, default, range, and the conditions that gate it.

The same model accessed via an API key and via a subscription usually exposes a different set of parameters. We list both as separate entries so the data stays honest.

Catalog API

The full catalog is static JSON, CORS-enabled, served from the edge.

curl https://modelparams.dev/api/v1/models.json

Each entry is keyed by provider/model for API-key variants; subscription variants append -subscription.

If you only need the params for one model contract, use the providerless endpoint. Subscription contracts are model slugs with -subscription.

curl https://modelparams.dev/api/v1/params/gpt-5.5.json
curl https://modelparams.dev/api/v1/params/gpt-5.5-subscription.json

Single model

curl https://modelparams.dev/api/v1/models/anthropic/claude-opus-4-7.json
curl https://modelparams.dev/api/v1/models/anthropic/claude-opus-4-7-subscription.json

JSON Schema

Every entry validates against a JSON Schema you can use in your editor or pipeline.

curl https://modelparams.dev/api/v1/schema.json

Add this header to any YAML you author for autocomplete in VS Code:

# yaml-language-server: $schema=https://modelparams.dev/api/v1/schema.json

Logos

Provider logos are available at /assets/logos/{provider}.svg where {provider} is the provider slug. They use currentColor so they inherit your text color.

curl https://modelparams.dev/assets/logos/anthropic.svg

Logos are sourced from the models.dev repo (MIT) and used under nominative fair use.

Contribute

The data lives in YAML under models/{provider}/{model}-{auth}.yaml in the GitHub repo. Open a PR; CI validates against the schema and rebuilds.

Edit on GitHub MIT licensed