Arcee AI
·Released on Apr 1, 2026

Trinity Large Thinking API Benchmarks, Pricing & Provider Data

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Trinity Large Thinking is a powerful open source reasoning model from the team at Arcee AI. It shows strong performance in PinchBench, agentic workloads, and reasoning tasks. Launch video: https://you...

Quality
0.0
LMSpeed score
Speed
#13of 75
108char/s
1.94 s

Category Performance

Observed-capability estimates with uncertainty reported separately from independent benchmark families.

Coverage
5 / 8
Methodology
V3.0
Category PerformanceObserved-capability estimates with uncertainty reported separately from independent benchmark families.Agents43.9Coding49.7Reasoning44.4Knowledge56.4Math-Multilingual-Multimodal-Instruction following48.2
#1Knowledge56.4Provisional1/4 Measured dimensions
80% interval: 40.472.4
broad knowledge56.4
aa_omniscience · artificial_analysis
professional knowledgePrior only
factualityPrior only
retrieval open bookPrior only
#2Coding49.7Provisional1/4 Measured dimensions
80% interval: 33.765.7
code generation49.7
scicode · scicode
repository engineeringPrior only
debugging testingPrior only
tooling qualityPrior only
#3Instruction following48.2Provisional1/4 Measured dimensions
80% interval: 32.264.2
constraint followingPrior only
structured outputPrior only
novel instruction generalization48.2
ifbench · aa_if_bench
long multiturn instructionPrior only
#4Reasoning44.4Estimated2/4 Measured dimensions
80% interval: 33.655.2
abstract logicPrior only
scientific causal49.6
critpt · critpt / gpqa · gpqa / hle · hle
multistep constraintsPrior only
evidence verification39.2
lcr · lcr
#5Agents43.9Estimated3/4 Measured dimensions
80% interval: 34.653.2
planning41.3
deep_planning · gert_labs
tool use52.5
tau · tau2_bench
environment execution38
gdpval_aa · benchlm_agentic_gdpval_aa
recovery reliabilityPrior only
No data:MathMultilingualMultimodal

Specifications

Input and output token limits for this model, plus how it ranks on long-context understanding.

INPUT
262.1Ktokens
314.6 pages of text
OUTPUT
235.9Ktokens
8K128K1M4M
262.1K

Features

Technical Details

Input
Output
Released
Apr 2026
Tokenizer
Other
Architecture
text->text
Moderated
No
Supported parameters
frequency_penaltyinclude_reasoninglogit_biaslogprobsmax_tokenspresence_penaltyreasoningrepetition_penaltyresponse_formatseedstopstructured_outputstemperaturetool_choicetoolstop_ktop_logprobstop_p

Rankings

Excels at

It's decent at

Falls behind in

Detailed scores

Updated: Aug 26, 2026

Speed & latency

undefined metric} other undefined metrics}}

Output speed179.4 tok/s#13 / 75Time to first token0.67 s#14 / 75
Output speed
LMSpeed rank#13
Score179.4 tok/s
UpdatedAug 26, 2026
Confidence4
Time to first token
LMSpeed rank#14
Score0.67 s
UpdatedAug 26, 2026
Confidence4

Pricing

undefined metric} other undefined metrics}}

Input price$0.235/M#42 / 179Output price$0.875/M#40 / 179
Input price
LMSpeed rank#42
Score$0.235/M
UpdatedAug 26, 2026
Confidence4
Output price
LMSpeed rank#40
Score$0.875/M
UpdatedAug 26, 2026
Confidence4

Agents

V3.0

undefined metric} other undefined metrics}} · Estimated

Score43.980% interval34.6–53.23/4 Measured dimensionsΤ²-bench results90.1#34 / 82Gert Labs32.5#44 / 49
Dimensions and evidence
Planning & decomposition41.3
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
deep_planning · gert_labs · z -1.15 · q 1.00
Tool use52.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
tau · tau2_bench · z 0.21 · q 1.00
Environment & long-horizon execution38
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
gdpval_aa · benchlm_agentic_gdpval_aa · z -1.78 · q 1.00
Recovery & completion reliabilityPrior only
Τ²-bench resultsV3 evidence
LMSpeed rank#34
Score90.1
UpdatedAug 20, 2026
Confidence1
Gert LabsV3 evidence
LMSpeed rank#44
Score32.5
UpdatedAug 20, 2026
Confidence1
GDPval-AA
LMSpeed rank#59
Score3.1
UpdatedAug 20, 2026
Confidence1
GDPval-AAV3 evidence
LMSpeed rank#59
Score563.0
UpdatedAug 20, 2026
Confidence1
AA Agentic Index
LMSpeed rank#57
Score3.7
UpdatedAug 20, 2026
Confidence1

Coding

V3.0

undefined metric} other undefined metrics}} · Provisional

Score49.780% interval33.7–65.71/4 Measured dimensionsSciCode36.1%#118 / 204SWE-bench Verified*63.2#5 / 5
Dimensions and evidence
Code generation49.7
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
scicode · scicode · z -0.16 · q 1.00
Repository engineeringPrior only
Debugging & testingPrior only
Tool-assisted development & qualityPrior only
SciCodeV3 evidence
LMSpeed rank#118
Score36.1%
UpdatedAug 26, 2026
Confidence4
SWE-bench Verified*
LMSpeed rank#5
Score63.2
UpdatedAug 20, 2026
Confidence1
AA-SciCodeV3 evidence
LMSpeed rank#85
Score36.1
UpdatedAug 20, 2026
Confidence1
AA Coding Index
LMSpeed rank#58
Score25.8
UpdatedAug 20, 2026
Confidence1

Reasoning

V3.0

undefined metric} other undefined metrics}} · Estimated

Score44.480% interval33.6–55.22/4 Measured dimensionsGPQA75.2%#113 / 211HLE15.8%#93 / 208
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoning49.6
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
critpt · critpt · z -0.47 · q 1.00
gpqa · gpqa · z -0.09 · q 1.00
hle · hle · z 0.11 · q 1.00
Multi-step constraintsPrior only
Evidence integration & verification39.2
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
lcr · lcr · z -1.80 · q 1.00
GPQAV3 evidence
LMSpeed rank#113
Score75.2%
UpdatedAug 26, 2026
Confidence4
HLEV3 evidence
LMSpeed rank#93
Score15.8%
UpdatedAug 26, 2026
Confidence4
AA-LCRV3 evidence
LMSpeed rank#88
Score38.3
UpdatedAug 20, 2026
Confidence1
CritPtV3 evidence
LMSpeed rank#70
Score0.9
UpdatedAug 20, 2026
Confidence1

Knowledge

V3.0

undefined metric} other undefined metrics}} · Provisional

Score56.480% interval40.4–72.41/4 Measured dimensionsGPQA-D76.3#31 / 31MMLU-Pro (Arcee)83.4#4 / 5
Dimensions and evidence
Broad knowledge56.4
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aa_omniscience · artificial_analysis · z 0.77 · q 1.00
Professional knowledgePrior only
FactualityPrior only
Retrieval & open-book usePrior only
GPQA-D
LMSpeed rank#31
Score76.3
UpdatedAug 20, 2026
Confidence1
MMLU-Pro (Arcee)
LMSpeed rank#4
Score83.4
UpdatedAug 20, 2026
Confidence1
Artificial Analysis Intelligence IndexV3 evidence
LMSpeed rank#89
Score18.7
UpdatedAug 20, 2026
Confidence1
AA-GPQA Diamond
LMSpeed rank#80
Score75.2
UpdatedAug 20, 2026
Confidence1
AA-HLE
LMSpeed rank#71
Score15.8
UpdatedAug 20, 2026
Confidence1
AA-Omniscience Accuracy
LMSpeed rank#78
Score22.5
UpdatedAug 19, 2026
Confidence1
AA-Omniscience Hallucination Rate
LMSpeed rank#29
Score85.9
UpdatedAug 19, 2026
Confidence1

Math

V3.0

undefined metric} other undefined metrics}} · No data

80% interval30.8–69.20/4 Measured dimensionsAIME25 (Arcee)96.3#2 / 5
Dimensions and evidence
Foundational mathPrior only
Competition mathPrior only
Advanced proofsPrior only
Applied & tool-assisted mathPrior only
AIME25 (Arcee)
LMSpeed rank#2
Score96.3
UpdatedAug 19, 2026
Confidence1

Multilingual

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Cross-language understandingPrior only
Multilingual generationPrior only
Reasoning transferPrior only
Low-resource robustnessPrior only

Multimodal

V3.0

undefined metric} other undefined metrics}} · No data

80% interval30.8–69.20/4 Measured dimensionsDesign Arena Website1148.0#59 / 75
Dimensions and evidence
Perception & OCRPrior only
Document & spatial understandingPrior only
Visual reasoningPrior only
Video & grounded actionPrior only
Design Arena Website
LMSpeed rank#59
Score1148.0
UpdatedAug 20, 2026
Confidence1

Instruction following

V3.0

undefined metric} other undefined metrics}} · Provisional

Score48.280% interval32.2–64.21/4 Measured dimensionsAA-IFBench56.3#53 / 84
Dimensions and evidence
Constraint followingPrior only
Structured outputPrior only
Novel-instruction generalization48.2
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
ifbench · aa_if_bench · z -0.52 · q 1.00
Multi-turn & long instructionsPrior only
AA-IFBenchV3 evidence
LMSpeed rank#53
Score56.3
UpdatedAug 19, 2026
Confidence1

OpenRouter endpoints

2 endpoints

Third-party OpenRouter endpoint data, shown separately from LMSpeed measurements. Some 30-minute live performance fields only appear after syncing with an OpenRouter API key.

Provider endpointInputOutput1d uptime30m latency30m throughputContext / output
Parasail
parasail/fp4
$0.220/M$0.850/M100.0%undefined tokens / undefined tokens
Arcee AI
arcee-ai
$0.250/M$0.800/M99.9%undefined tokens / undefined tokens

Alternatives & Similar Models

Also known as

arcee-ai/trinity-large-thinkingarcee-ai/trinity-large-thinking:freekilo/trinity-large-thinkingtrinity-large-thinking

Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.Standard benchmark data may include BenchLM and other public sources.

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