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Beam 1.0

Reflection AI開源權重Apache 2.0 · 商用許可

描述

Beam 1.0 is Reflection AI's first open-weight model: a sparse Mixture-of-Experts reasoning model with 501.3B total parameters and 23.4B active per token (52 layers: 3 dense + 49 MoE; 256 experts; gated GQA with sliding-window attention; 152K vocabulary), pretrained on 23.8T tokens and post-trained with large-scale asynchronous RL. It targets coding, long-horizon agentic work, and tool use, with a 1M-token context window, up to 128K output tokens on the Reflection API, text-only input/output, and mandatory reasoning with low/medium/high/xhigh/max effort levels. Released under Apache 2.0 in BF16, FP8, and NVFP4 with a DFlash speculative-decoding drafter; available on Hugging Face, the Reflection API (Beam-1.0-501B-A23B), OpenRouter, and other partners.

發布日期
2026-10-16
參數規模
501.3B
上下文長度
1.0M
支援模態
text

能力雷達圖

1
general
70
coding
50
reasoning
60
science估算
60
agents
0
multimodal

缺少專門科學評測時,Science 由 LLM Stats 科學得分或推理能力估算。

排行榜排名

領域#排名分數來源
智慧體能力模型榜19
62.0
LS

基準測試分數 (LLM Stats)

(LLM Stats (zeroeval))

Agents

AutomationBench39.3%自報
Tau3 Banking36.1%自報

Code

DeepSWE 1.143.3%自報
SWE Atlas - Codebase QnA31.8%自報

Instruction Following

IFBench79.6%自報

Knowledge

AA-Omniscience Index10.80 / 200自報

Long Context

LongBench v267.5%自報

Math

AIME 202697.7%自報

Reasoning

GPQANYU + Cohere + Anthropic (2023)90.6%自報
LiveCodeBench88.3%自報
SWE-Bench Verified81.6%自報
MCP Atlas80.8%自報
Terminal-Bench 2.180.1%自報
SWE-bench Multilingual78.3%自報
AA-LCR78.2%自報
BrowseCompOpenAI (2025)76.8%自報
SWE-Bench ProPrinceton NLP (2024)66.1%自報
Humanity's Last Exam (with tools)51.1%自報
SciCode49.2%自報
Humanity's Last Exam36.0%自報
CritPT16.3%自報

Search

DeepSearchQA80.5%自報

AA 評測指數

(Artificial Analysis)

暫無 AA 評測資料

LLM Stats 分類評分

(LLM Stats (zeroeval))
Knowledge
11
Science
11
Reasoning
1
General
1
Instruction Following
80
Search
80
Frontend Development
80
Long Context
70
Physics
70
Structured Output
70
Biology
70
Chemistry
70
Code
70
Agents
60
Tool Calling
60
Math
50
Vision
40

定價

輸入價格$0 / 1M tokens
輸出價格$0 / 1M tokens
混合價格(3:1)$0 / 1M tokens
快取讀取價格免費

速度

暫無速度資料

供應商價格排行

供應商價格排行

4 個供應商

最便宜: Reflection AI最貴: OpenRouter
供應商輸入輸出
1Reflection AI主要
$0
$0
2Together
$0
$0
3Kilo Gateway
$0.24
$0.98
4OpenRouter
$0.25
$1

比較該模型在不同 API 供應商之間的定價。

外部連結