跳转到主要内容

Beam 1.0

Reflection AI开源权重Apache 2.0 · 商用许可

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.

发布日期
2026-10-16
参数规模
501.3B
上下文长度
1.0M
支持模态
text

能力雷达图

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

缺少专门科学评测时,Science 由 LLM Stats 科学得分或推理能力估算。

排行榜排名

领域#排名分数来源
智能体能力模型榜19
62.0
LS

基准测试分数 (LLM Stats)

(LLM Stats (zeroeval))

Agents

AutomationBench39.3%自报
Tau3 Banking36.1%自报

Code

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

Instruction Following

IFBench79.6%自报

Knowledge

AA-Omniscience Index10.80 / 200自报

Long Context

LongBench v267.5%自报

Math

AIME 202697.7%自报

Reasoning

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

Search

DeepSearchQA80.5%自报

AA 评测指数

(Artificial Analysis)

暂无 AA 评测数据

LLM Stats 分类评分

(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

定价

输入价格$0 / 1M tokens
输出价格$0 / 1M tokens
混合价格(3:1)$0 / 1M tokens
缓存读取价格免费

速度

暂无速度数据

供应商价格排行

供应商价格排行

4 个供应商

最便宜: Reflection AI最贵: OpenRouter
供应商输入输出
1Reflection AI主要
$0
$0
2Together
$0
$0
3Kilo Gateway
$0.24
$0.98
4OpenRouter
$0.25
$1

比较该模型在不同 API 供应商之间的定价。

外部链接