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jmartin-tech merged 2 commits into from
Feb 3, 2026
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task: calibration data updates winter 2026 #1599

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d6551ee
calibration data updates winter 2026
jmartin-tech Feb 2, 2026
62fb094
clarify generator options used in calibration
jmartin-tech Feb 3, 2026
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6 changes: 3 additions & 3 deletions garak/configs/bag.yaml
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Original file line number Diff line number Diff line change
Expand Up @@ -3,11 +3,11 @@ system:
lite: false

run:
generations: 3
generations: 5

plugins:
probe_spec: ansiescape,atkgen.Tox,av_spam_scanning,continuation,dan.Ablation_Dan_11_0,dan.AutoDANCached,dan.DanInTheWild,divergence,encoding.InjectAscii85,encoding.InjectBase16,encoding.InjectBase2048,encoding.InjectBase32,encoding.InjectBase64,encoding.InjectBraille,encoding.InjectEcoji,encoding.InjectHex,encoding.InjectMorse,encoding.InjectNato,encoding.InjectROT13,encoding.InjectUU,encoding.InjectZalgo,exploitation.JinjaTemplatePythonInjection,exploitation.SQLInjectionEcho,exploitation.SQLInjectionSystem,goodside,grandma,latentinjection,leakreplay,lmrc,malwaregen,misleading,packagehallucination,phrasing,realtoxicityprompts,snowball,suffix,tap,topic.WordnetControversial,xss
extended_detectors: false
probe_spec: ansiescape.AnsiEscaped,ansiescape.AnsiRaw,apikey.CompleteKey,apikey.GetKey,atkgen.Tox,continuation.ContinueSlursReclaimedSlurs,dan.Ablation_Dan_11_0,dan.AutoDANCached,dan.DanInTheWild,divergence.Repeat,divergence.RepeatedToken,dra.DRA,encoding.InjectAscii85,encoding.InjectAtbash,encoding.InjectBase16,encoding.InjectBase2048,encoding.InjectBase32,encoding.InjectBase64,encoding.InjectBraille,encoding.InjectEcoji,encoding.InjectHex,encoding.InjectMorse,encoding.InjectNato,encoding.InjectROT13,encoding.InjectUU,encoding.InjectUnicodeTagChars,encoding.InjectZalgo,exploitation.JinjaTemplatePythonInjection,exploitation.SQLInjectionEcho,goodside.Tag,goodside.ThreatenJSON,goodside.WhoIsRiley,grandma.Slurs,grandma.Substances,grandma.Win10,grandma.Win11,latentinjection.LatentInjectionFactSnippetEiffel,latentinjection.LatentInjectionFactSnippetLegal,latentinjection.LatentInjectionReport,latentinjection.LatentInjectionResume,latentinjection.LatentInjectionTranslationEnFr,latentinjection.LatentInjectionTranslationEnZh,latentinjection.LatentJailbreak,latentinjection.LatentWhois,latentinjection.LatentWhoisSnippet,leakreplay.GuardianCloze,leakreplay.GuardianComplete,leakreplay.LiteratureCloze,leakreplay.LiteratureComplete,leakreplay.NYTCloze,leakreplay.NYTComplete,leakreplay.PotterCloze,leakreplay.PotterComplete,lmrc.Bullying,lmrc.Deadnaming,lmrc.QuackMedicine,lmrc.SexualContent,lmrc.Sexualisation,lmrc.SlurUsage,malwaregen.Evasion,malwaregen.Payload,malwaregen.SubFunctions,malwaregen.TopLevel,misleading.FalseAssertion,packagehallucination.Dart,packagehallucination.JavaScript,packagehallucination.Perl,packagehallucination.Python,packagehallucination.RakuLand,packagehallucination.Ruby,packagehallucination.Rust,phrasing.FutureTense,phrasing.PastTense,promptinject.HijackHateHumans,promptinject.HijackKillHumans,promptinject.HijackLongPrompt,realtoxicityprompts.RTPBlank,snowball.GraphConnectivity,suffix.GCGCached,tap.TAPCached,topic.WordnetControversial,web_injection.ColabAIDataLeakage,web_injection.MarkdownImageExfil,web_injection.MarkdownURIImageExfilExtended,web_injection.MarkdownURINonImageExfilExtended,web_injection.MarkdownXSS,web_injection.PlaygroundMarkdownExfil,web_injection.StringAssemblyDataExfil,web_injection.TaskXSS
extended_detectors: true
probes:
encoding:
payloads:
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61 changes: 61 additions & 0 deletions garak/data/calibration/bag.md
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Expand Up @@ -31,6 +31,67 @@ NB: Values in `calibration.json` are pass rates, not attack success rates. To ca

The first benchmark is in summer 2024. We think something between twice-yearly and quarterly updates provides a good trade off between using recent models, and keeping results relevant long enough to be comparable.

## Winter 2026

### Bag contents

| 10^n category | 2^n category | provider | model name | params (B) |
|:-------------:|:------------:|:--------------:|:------------------------------------:|:----------:|
| 0 | 1 | ai21labs | AI21-Jamba2-3B | 3 |
| 2 | 7 | ai21labs | AI21-Jamba2-Mini | 200 |
| 0 | 2 | Alibaba-Apsara | DASD-4B-Thinking | 4 |
| NA | NA | cohere | c4ai-command-a-03-2025 | 111 |
| 1 | 3 | google | gemma-3-12b-it | 12 |
| 0 | 1 | ibm | granite-4.0-h-micro | 3 |
| 0 | 1 | ibm | granite-4.0-h-small | 32 |
| 0 | 0 | liquidai | LFM2.5-1.2B-Instruct | 1.2 |
| 1 | 6 | meta | llama-4-scout-17b-16e-instruct | 17 |
| 1 | 4 | meta | llama-4-maverick-17b-128e-instruct | 17 |
| 1 | 3 | microsoft | phi-4 | 14 |
| 1 | 4 | mistralai | Mistral-Small-3.2-24B-Instruct-2506 | 24 |
| 1 | 4 | mistralai | Magistral-Small-2506 | 24 |
| 2 | 7 | nvidia | llama-3_1-nemotron-ultra-253b-v1 | 235 |
| 0 | 3 | nvidia | nemotron-nano-9b-v2 | 9 |
| 1 | 4 | nvidia | Nemotron-3-Nano-30B-A3B-Base-BF16 | 30 |
| NA | NA | openai | gpt-5.2 | NA |
| NA | NA | openai | gpt-5-nano | NA |
| 2 | 6 | openai | gpt-oss-120b | 120 |
| 1 | 6 | qwen | qwen2.5-72b-instruct | 72 |
| 0 | 3 | qwen | qwen3-8b | 8 |
| 1 | 3 | servicenow | apriel-1.5-15b-thinker | 15 |
| 0 | 2 | tiiuae | Falcon-H1R-7B | 7 |


### Bag config

Configuration is combined with generator specific requirements for `max_tokens: 4000`, `skip_seq_start`, and `skip_seq_end` as required for target systems.
```
system:
parallel_attempts: 32
lite: false

run:
generations: 5

plugins:
probe_spec: ansiescape.AnsiEscaped,ansiescape.AnsiRaw,apikey.CompleteKey,apikey.GetKey,atkgen.Tox,continuation.ContinueSlursReclaimedSlurs,dan.Ablation_Dan_11_0,dan.AutoDANCached,dan.DanInTheWild,divergence.Repeat,divergence.RepeatedToken,dra.DRA,encoding.InjectAscii85,encoding.InjectAtbash,encoding.InjectBase16,encoding.InjectBase2048,encoding.InjectBase32,encoding.InjectBase64,encoding.InjectBraille,encoding.InjectEcoji,encoding.InjectHex,encoding.InjectMorse,encoding.InjectNato,encoding.InjectROT13,encoding.InjectUU,encoding.InjectUnicodeTagChars,encoding.InjectZalgo,exploitation.JinjaTemplatePythonInjection,exploitation.SQLInjectionEcho,goodside.Tag,goodside.ThreatenJSON,goodside.WhoIsRiley,grandma.Slurs,grandma.Substances,grandma.Win10,grandma.Win11,latentinjection.LatentInjectionFactSnippetEiffel,latentinjection.LatentInjectionFactSnippetLegal,latentinjection.LatentInjectionReport,latentinjection.LatentInjectionResume,latentinjection.LatentInjectionTranslationEnFr,latentinjection.LatentInjectionTranslationEnZh,latentinjection.LatentJailbreak,latentinjection.LatentWhois,latentinjection.LatentWhoisSnippet,leakreplay.GuardianCloze,leakreplay.GuardianComplete,leakreplay.LiteratureCloze,leakreplay.LiteratureComplete,leakreplay.NYTCloze,leakreplay.NYTComplete,leakreplay.PotterCloze,leakreplay.PotterComplete,lmrc.Bullying,lmrc.Deadnaming,lmrc.QuackMedicine,lmrc.SexualContent,lmrc.Sexualisation,lmrc.SlurUsage,malwaregen.Evasion,malwaregen.Payload,malwaregen.SubFunctions,malwaregen.TopLevel,misleading.FalseAssertion,packagehallucination.Dart,packagehallucination.JavaScript,packagehallucination.Perl,packagehallucination.Python,packagehallucination.RakuLand,packagehallucination.Ruby,packagehallucination.Rust,phrasing.FutureTense,phrasing.PastTense,promptinject.HijackHateHumans,promptinject.HijackKillHumans,promptinject.HijackLongPrompt,realtoxicityprompts.RTPBlank,snowball.GraphConnectivity,suffix.GCGCached,tap.TAPCached,topic.WordnetControversial,web_injection.ColabAIDataLeakage,web_injection.MarkdownImageExfil,web_injection.MarkdownURIImageExfilExtended,web_injection.MarkdownURINonImageExfilExtended,web_injection.MarkdownXSS,web_injection.PlaygroundMarkdownExfil,web_injection.StringAssemblyDataExfil,web_injection.TaskXSS
extended_detectors: true
probes:
encoding:
payloads:
- default
- xss
- slur_terms
detectors:
misleading:
MustContradictNLI:
hf_args:
device: cuda
MustRefuteClaimModel:
hf_args:
device: cuda
```

## Spring 2025

### Bag contents
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