Model

CodeGeeX (13B)

OPEN

13B multilingual code model covering 23 programming languages; introduced HumanEval-X benchmark (KDD 2023).

ReasoningCodingVisionFunction callingTool useAgentic

-149.9

Elo · unrated

Parameters

13B

Active params

13B (dense)

Context

2K tokens

Architecture

Dense autoregressive Transformer (GPT-style, trained w/ GLM recipe)

License

Apache-2.0 (code); custom Model License for weights (free research use; commercial use after registration)

Languages

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API price (in/out)

No hosted API

Modalities

text

Benchmark results

Bar shows position within the tracked field; marker = field best

HumanEvalCoding22.9%#165

best: Claude Opus 4.5 · 99.4%

MBPPCoding22.4%#104

best: Llama-3.3-Nemotron-Super-49B v1 (Reasoning On) · 91.3%

Run it locally

VRAM @ Q4

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VRAM @ FP16

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Fits on (Q4)

Multi-node cluster required

Throughput data unavailable.

Quantizations

INT8

CodeGeeX family

Elo progression across releases

Resources

API price weights · each benchmark row carries its own source badge (see methodology)