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pplx-embed-v2-late-9b by Perplexity carries a context window of 4.1K tokens — observed 2026-10-23.
Perplexity · Open Weight · bench-align-v5
Self-hostedSeven axes from the ranking source. A missing axis is drawn as a gap.
Measured values with the date they were observed. Nothing is inferred from a sibling model or a provider claim.
Time to first token: latency to the first answer chunk (Artificial Analysis, via BenchLM). Reasoning models include thinking time, so values can run to tens or hundreds of seconds.
Evidence key: ObservedUnavailable
| Measurement | Value | Observed | Last good | Evidence |
|---|---|---|---|---|
| Time to first token | Unavailable | Unavailable | Unavailable | |
| Throughput | Unavailable | Unavailable | Unavailable |
Regional or per-endpoint measurements appear only when the API supplies them; none are modelled here.
Every published price component, including cache reads and writes.
10 conversations per day × 8 messages × 22 active days, 1200 input and 400 output tokens per message, no cache. This uses the same calculator as the cost simulator, so an unavailable applicable rate makes the example unavailable too.
2 matched benchmark rows with their published value, unit, and provenance.
| Benchmark | Value | Tasks | Difficulty | Provenance |
|---|---|---|---|---|
| ViDoRe V3 Image (Perplexity report) ViDoRe V3 Image (Perplexity report) | 65.2 | — | Visual document retrieval | Perplexity multimodal late-interaction embedding model card |
| ViDoRe V3 Markdown (Perplexity report) ViDoRe V3 Markdown (Perplexity report) | 64.7 | — | Visual document retrieval | Perplexity multimodal late-interaction embedding model card |
Lifecycle events the source associates with this model, plus what this profile does not claim.
That is not evidence the model has no lifecycle plan — only that this source published none.