Seed 2.1 Evolving vs Llama 3.1 8B Instruct

At a Glance

Compare
Seed 2.1 EvolvingByteDance Seed
Pricing and Limits
Input priceFrom · USD / 1M tokensNot reported$0.050Openrouter · Sep 22, 2026
Output priceFrom · USD / 1M tokensNot reported$0.080Openrouter · Sep 22, 2026
Context windowMaximum documented tokensNot reported131K
Model facts checkedSep 3, 2026View model evidence →Aug 28, 2026View model evidence →

Token prices are the lowest available sourced USD rates; input and output may use different providers. Cost ranking estimates output spend on LiveBench, not a full request bill. Ranking methodology →

Available Benchmarks

All benchmark results →
No Protocol-Matched Benchmark Yet.Results appear here only when both models share the same benchmark version, metric, evaluation protocol, and evidence class.

Side-by-Side Facts

FieldSeed 2.1 EvolvingLlama-3.1-8B-Instruct
DeveloperByteDance SeedMeta
FamilySeed 2 1Llama 3 1 8b Instruct
ModelSeed 2.1 EvolvingLlama-3.1-8B-Instruct
VersionSeed 2.1 EvolvingLlama-3.1-8B-Instruct
Lifecycleactiveactive
Released2026-06-232024-07-23
Knowledge cutoffUnknownUnknown
Input modalitiesText, Image, VideoText
Output modalitiesTextText
Context windowUnknown131K
Total parametersUnknown8B
Active parametersUnknownUnknown
LicenseUnknownllama3.1
Open weightsNoYes
API availableYesYes
Self-hostableNoYes
Provider accessUnknownHugging Face (Standard), Openrouter (Standard)
Capabilitiesagents, chat, generation, reasoning, structured_outputs, toolschat, generation, tools

Seed 2.1 Evolving Capabilities

agentschatgenerationreasoningstructured outputstools
Serving providers0
Canonical IDbytedance-seed/seed-2.1-evolving

Llama 3.1 8B Instruct Capabilities

chatgenerationtools
Serving providers2
Canonical IDmeta-llama/Llama-3.1-8B-Instruct

Primary Evidence

Sources and Freshness

Questions

Seed 2.1 Evolving vs Llama 3.1 8B Instruct FAQs

Is Seed 2.1 Evolving or Llama 3.1 8B Instruct better for coding?+

This comparison does not currently contain a protocol-matched coding benchmark for both Seed 2.1 Evolving and Llama 3.1 8B Instruct, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.

Which is cheaper, Seed 2.1 Evolving or Llama 3.1 8B Instruct?+

Only Llama 3.1 8B Instruct has a directly sourced input price: $0.050 per million tokens. Only Llama 3.1 8B Instruct has a directly sourced output price: $0.080 per million tokens.

Which has a larger context window, Seed 2.1 Evolving or Llama 3.1 8B Instruct?+

Neither model has a larger sourced context window in this comparison. Seed 2.1 Evolving is — and Llama 3.1 8B Instruct is 131K.

Which performs better in benchmarks, Seed 2.1 Evolving or Llama 3.1 8B Instruct?+

There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.

Can Seed 2.1 Evolving or Llama 3.1 8B Instruct be self-hosted?+

Llama 3.1 8B Instruct is the only model in this pair currently marked as self-hostable. Seed 2.1 Evolving is not marked open weight; Llama 3.1 8B Instruct is open weight.

Can Seed 2.1 Evolving and Llama 3.1 8B Instruct understand images?+

Seed 2.1 Evolving is documented with image input; Llama 3.1 8B Instruct is not documented with image input. This reflects supported input modalities, not vision quality.

Which can generate longer answers, Seed 2.1 Evolving or Llama 3.1 8B Instruct?+

Neither has a larger sourced maximum output. Seed 2.1 Evolving is — and Llama 3.1 8B Instruct is —.

Do Seed 2.1 Evolving and Llama 3.1 8B Instruct support reasoning and tool use?+

Seed 2.1 Evolving: reasoning, tool calling, and image input. Llama 3.1 8B Instruct: tool calling. Feature support does not establish relative quality.

Which is available from more inference providers, Seed 2.1 Evolving or Llama 3.1 8B Instruct?+

Seed 2.1 Evolving has 0 sourced provider routes; Llama 3.1 8B Instruct has 2, so Llama 3.1 8B Instruct has broader tracked availability.

Which offers better value, Seed 2.1 Evolving or Llama 3.1 8B Instruct?+

There is no universal value winner. Compare the input and output prices above with the matched benchmark result for your workload: cheaper tokens can be offset by different quality, token usage, latency, or provider availability.

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