Decision support

Beam 1.0 501B A23B vs GLM 5.3 FlashX Legal

Compare canonical objects directly. The useful dimensions change with the object type, so model and hardware comparisons stay separate.

Benchmark results

  • Arena Text

    Arena rating · Higher is better

    • Beam 1.0 501B A23B
      1435
      Arena #108CI 1425 to 1444
    • GLM 5.3 FlashX Legal
      Not reported
    Runs and sources
    Beam 1.0 501B A23B
    • default143595% CI 1425 to 1444 · 4,006 votes
    GLM 5.3 FlashX Legal

    Not reported

  • Arena WebDev

    Arena rating · Higher is better

    • Beam 1.0 501B A23B
      1437
      Arena #89CI 1423 to 1450
    • GLM 5.3 FlashX Legal
      Not reported
    Runs and sources
    Beam 1.0 501B A23B
    • default143795% CI 1423 to 1450 · 2,515 votes
    GLM 5.3 FlashX Legal

    Not reported

  • Agent Arena

    IPS score · Higher is better

    • Beam 1.0 501B A23B
      -0.059
      Arena #45CI -0.085 to -0.033
    • GLM 5.3 FlashX Legal
      Not reported
    Runs and sources
    Beam 1.0 501B A23B
    • default-0.05995% CI -0.085 to -0.033 · 696,272 observations
    GLM 5.3 FlashX Legal

    Not reported

Each model's best published result is shown; "Not reported" means no matched evaluation, not a score of zero. Arena and DeepSWE ranks are the leaderboards' own; other ranks are among catalogue models with a score. Results from different harnesses or settings are not directly comparable.

Arena ratings: Arena (lmarena-ai/leaderboard-dataset), licensed CC BY 4.0. Ratings come from pairwise human votes and are only comparable within one leaderboard; the interval is Arena's 95% confidence interval. Model names are matched to the Vertical Tabs catalog.

Model specifications

Release date
October 16, 2026
November 2, 2026
Context window
1M
1M
Native context
—
—
Max output tokens
943,718
131,072
Knowledge cutoff
2026-06-30
—
Open weights
Open weights
Unknown
Parameter count
501B
—

API pricing · USD per 1M tokens

Input
$0.30
$0.37
Output
$1.00
$1.25
Cached input
$0.04
$0.075
Cache write
—
—

Capabilities and modalities

Input modalities
text
text, image, video
Output modalities
text
text
Tool calling
Supported
Supported
Reasoning option
Supported
Supported
Supported options
frequency_penalty, include_reasoning, logit_bias, logprobs, max_tokens, min_p, presence_penalty, reasoning, reasoning_effort, repetition_penalty, response_format, seed, stop, structured_outputs, temperature, tool_choice, tools, top_k, top_logprobs, top_p
include_reasoning, max_tokens, reasoning, reasoning_effort, response_format, structured_outputs, temperature, tool_choice, tools, top_k, top_p
Capabilities
—
—

Architecture and availability

Architecture
—
—
Model families
—
—
Tokenizer
Other
Other
Instruction format
—
—
License
Apache-2.0
—
Providers
5
1
Provider endpoints
5
1
Ollama variants
0
0
Metadata source
ai-research
openrouter

A dash means the field is not reported. Provider-specific performance and pricing may differ.

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