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docs: price total compaction and answering cost across Top N
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@ -73,4 +73,5 @@ For the recorded format amendment, native summaries used the pre-amendment sourc
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and permits only the held-out `exam` field to differ; the summary generator never receives that field.
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`costs.json` reports standalone summary/ranking input and output overhead separately from answer usage, including
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recorded retries. Token counts do not apply model prices or cache discounts and are not monetary savings.
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recorded retries. The chart converts summary + Jev + one Qwen answer usage to estimated USD with the dated rates in
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[pricing.json](./pricing.json); cache discounts and trajectory collection are excluded. See [the formula](./SETTINGS.md#scoring-and-costs).
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@ -8,44 +8,62 @@ each summary remains byte-identical across its six conditions.
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## Four primary tasks
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| Method | Fact score | Answer input | Summary in / out | Jev in / out |
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| --- | ---: | ---: | ---: | ---: |
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| Full context | 100.0% | 4,014 | 0 / 0 | 0 / 0 |
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| S | 82.0% | 2,480 | 5,379 / 200 | 0 / 0 |
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| S + Jev Top 1 | 83.0% | 2,753 | 5,379 / 200 | 4,162 / 344 |
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| S + Jev Top 2 | 94.5% | 2,974 | 5,379 / 200 | 4,162 / 344 |
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| S + Jev Top 3 | 99.5% | 3,241 | 5,379 / 200 | 4,162 / 344 |
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| S + Jev Top 4 | 98.1% | 3,496 | 5,379 / 200 | 4,162 / 344 |
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| S + Jev Top 5 | 97.4% | 3,660 | 5,379 / 200 | 4,162 / 344 |
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| H (Hermes, small budget) | 79.4% | 2,432 | 3,120 / 152 | 0 / 0 |
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| H + Jev Top 1 | 85.3% | 2,705 | 3,120 / 152 | 4,162 / 344 |
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| H + Jev Top 2 | 92.9% | 2,927 | 3,120 / 152 | 4,162 / 344 |
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| H + Jev Top 3 | 97.9% | 3,193 | 3,120 / 152 | 4,162 / 344 |
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| H + Jev Top 4 | 96.9% | 3,448 | 3,120 / 152 | 4,162 / 344 |
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| H + Jev Top 5 | 96.9% | 3,613 | 3,120 / 152 | 4,162 / 344 |
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| Method | Fact score | Answer input | Summary in / out | Jev in / out | Total USD |
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| --- | ---: | ---: | ---: | ---: | ---: |
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| Full context | 100.0% | 4,014 | 0 / 0 | 0 / 0 | $0.006992 |
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| S | 82.0% | 2,480 | 5,379 / 200 | 0 / 0 | $0.014293 |
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| S + Jev Top 1 | 83.0% | 2,753 | 5,379 / 200 | 4,162 / 344 | $0.014920 |
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| S + Jev Top 2 | 94.5% | 2,974 | 5,379 / 200 | 4,162 / 344 | $0.015289 |
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| S + Jev Top 3 | 99.5% | 3,241 | 5,379 / 200 | 4,162 / 344 | $0.015738 |
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| S + Jev Top 4 | 98.1% | 3,496 | 5,379 / 200 | 4,162 / 344 | $0.016166 |
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| S + Jev Top 5 | 97.4% | 3,660 | 5,379 / 200 | 4,162 / 344 | $0.016429 |
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| H (Hermes, small budget) | 79.4% | 2,432 | 3,120 / 152 | 0 / 0 | $0.010245 |
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| H + Jev Top 1 | 85.3% | 2,705 | 3,120 / 152 | 4,162 / 344 | $0.010877 |
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| H + Jev Top 2 | 92.9% | 2,927 | 3,120 / 152 | 4,162 / 344 | $0.011244 |
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| H + Jev Top 3 | 97.9% | 3,193 | 3,120 / 152 | 4,162 / 344 | $0.011697 |
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| H + Jev Top 4 | 96.9% | 3,448 | 3,120 / 152 | 4,162 / 344 | $0.012114 |
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| H + Jev Top 5 | 96.9% | 3,613 | 3,120 / 152 | 4,162 / 344 | $0.012388 |
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Both summary mechanisms benefit on this panel: S rises from **82.0% to 99.5%** at Top 3; H rises from **79.4% to 97.9%**.
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Mean downstream inputs at Top 3 are **3,241 / 3,193**, versus Full's **4,014**: reductions of **19.3% / 20.4%**.
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Top 4–5 do not improve these point estimates. This is an exploratory result on four synthetic task templates,
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not a general optimal-N claim, equivalence test or proof that Jev beats other equal-budget selectors.
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Panel C plots Jev overhead against Top N: zero at Top 0, then the same **4,162 input + 344 output tokens**
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(4,506 total) at Top 1–5 for either summary mechanism. Ranking scores every available unit once, irrespective of how
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many units are subsequently retained. Summary-generation usage remains in the table.
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Panel C plots **one-compression + one-answer total fees** against Top N, separately for S and H.
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S increases from **$0.014293** at Top 0 to **$0.016429** at Top 5;
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H increases from **$0.010245** to **$0.012388**.
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Full's answering fee is **$0.006992**. More selected evidence increases downstream Qwen input cost;
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Jev's ranking fee itself stays **$0.000175** for every N > 0.
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## Token and cost accounting
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All table values are mean provider tokens. Answer input includes the original system/task, summary/evidence and held-out
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question. Summary and Jev columns are **one-time overhead per standalone condition**, including recorded length retries.
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One frozen Jev ranking serves every N and either summary mechanism: Top 1–5 therefore have the same ranking cost;
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it is neither multiplied by N nor divided by the number of sweep conditions. Summary-only and Full incur no Jev cost.
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The two scoring repeats estimate one downstream answer; overhead is not amortized across those evaluation repeats.
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Token columns are mean actual provider usage. Answer input includes the original system/task, summary/evidence and
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held-out question. **Total USD** includes one summary generation, one complete Jev ranking for N > 0, and **one Qwen
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answer (input + output)**. Recorded summary/ranking retries are included; trajectory collection and calibration are
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excluded. Full pays its answering fee and has no compression preprocessing. The two scoring repeats estimate the
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mean cost of one answer; preprocessing is charged once, not amortized across them.
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These are token counts, **not currency**: model prices and cached-token discounts are not applied. Compression increases
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one-off provider work here; lower downstream input alone does not demonstrate lower total cost. Repeated future turns
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may amortize overhead, but that has not been measured.
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For reference, preprocessing alone costs S $0.009864 / H $0.005902 at Top 0,
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or S $0.010039 / H $0.006077 with Jev. Those preprocessing fees stay flat
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at Top 1–5; the **overall** curve rises because the selected evidence must be read by Qwen when answering.
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Prices checked **2026-10-16**, per million tokens:
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| Model | Input USD | Output USD | Source |
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| --- | ---: | ---: | --- |
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| Qwen `qwen3.8-max`, China (Beijing) | $1.65 | $4.951 | [Alibaba Cloud](https://www.alibabacloud.com/help/en/model-studio/qwen3-8-max) |
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| Jev `jev-1.13.0`, direct TypeSafe | $0.042 | $0 | [TypeSafe](https://docs.typesafe.ai/models) |
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`total_usd = ((summary_input + answer_input) × 1.65 + (summary_output + answer_output) × 4.951
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+ jev_input × 0.042) / 1,000,000`.
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[pricing.json](./pricing.json) freezes the rates, sources and scope. These are **uncached public-list-price estimates**:
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all prompt tokens are priced at the regular input rate, even where API usage reports cache hits. Free quotas, discounts,
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credits, taxes and account billing differences are excluded. This is a one-answer list-price comparison, not invoice reconciliation. In this horizon every compressed method
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costs more than Full; future-turn amortization or total savings have not been established.
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One shared ranking serves Top 1–5 and both mechanisms in the experiment; each standalone fused method includes its full
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cost, neither multiplied by N nor divided across sweep conditions.
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## Setup and boundaries
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@ -72,21 +90,21 @@ the other 38 comprise 9 primary and 29 control contexts. All remain scored. Aver
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<details>
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<summary>Ten short/query-only controls</summary>
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| Method | Fact score | Answer input | Summary in / out | Jev in / out |
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| --- | ---: | ---: | ---: | ---: |
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| Full context | 100.0% | 2,727 | 0 / 0 | 0 / 0 |
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| S | 67.1% | 2,315 | 1,099 / 74 | 0 / 0 |
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| S + Jev Top 1 | 84.7% | 2,493 | 1,099 / 74 | 929 / 50 |
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| S + Jev Top 2 | 87.5% | 2,573 | 1,099 / 74 | 929 / 50 |
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| S + Jev Top 3 | 92.9% | 2,687 | 1,099 / 74 | 929 / 50 |
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| S + Jev Top 4 | 92.9% | 2,722 | 1,099 / 74 | 929 / 50 |
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| S + Jev Top 5 | 92.5% | 2,722 | 1,099 / 74 | 929 / 50 |
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| H (Hermes, small budget) | 73.2% | 2,308 | 1,944 / 69 | 0 / 0 |
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| H + Jev Top 1 | 80.1% | 2,486 | 1,944 / 69 | 929 / 50 |
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| H + Jev Top 2 | 92.5% | 2,566 | 1,944 / 69 | 929 / 50 |
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| H + Jev Top 3 | 99.2% | 2,680 | 1,944 / 69 | 929 / 50 |
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| H + Jev Top 4 | 99.2% | 2,715 | 1,944 / 69 | 929 / 50 |
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| H + Jev Top 5 | 98.8% | 2,715 | 1,944 / 69 | 929 / 50 |
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| Method | Fact score | Answer input | Summary in / out | Jev in / out | Total USD |
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| --- | ---: | ---: | ---: | ---: | ---: |
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| Full context | 100.0% | 2,727 | 0 / 0 | 0 / 0 | $0.004692 |
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| S | 67.1% | 2,315 | 1,099 / 74 | 0 / 0 | $0.006175 |
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| S + Jev Top 1 | 84.7% | 2,493 | 1,099 / 74 | 929 / 50 | $0.006517 |
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| S + Jev Top 2 | 87.5% | 2,573 | 1,099 / 74 | 929 / 50 | $0.006654 |
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| S + Jev Top 3 | 92.9% | 2,687 | 1,099 / 74 | 929 / 50 | $0.006843 |
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| S + Jev Top 4 | 92.9% | 2,722 | 1,099 / 74 | 929 / 50 | $0.006901 |
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| S + Jev Top 5 | 92.5% | 2,722 | 1,099 / 74 | 929 / 50 | $0.006901 |
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| H (Hermes, small budget) | 73.2% | 2,308 | 1,944 / 69 | 0 / 0 | $0.007532 |
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| H + Jev Top 1 | 80.1% | 2,486 | 1,944 / 69 | 929 / 50 | $0.007871 |
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| H + Jev Top 2 | 92.5% | 2,566 | 1,944 / 69 | 929 / 50 | $0.008019 |
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| H + Jev Top 3 | 99.2% | 2,680 | 1,944 / 69 | 929 / 50 | $0.008204 |
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| H + Jev Top 4 | 99.2% | 2,715 | 1,944 / 69 | 929 / 50 | $0.008263 |
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| H + Jev Top 5 | 98.8% | 2,715 | 1,944 / 69 | 929 / 50 | $0.008264 |
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These controls are not ten additional long-context tasks. Their small source-unit counts can make Top N saturate.
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@ -26,7 +26,8 @@ this comparison. This is more specific than calling H a modified version of all
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The Qwen alias is what the requests and captured answering responses identify; an immutable provider weight revision
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was not supplied. Service-side updates and nondeterminism can change new-run results even at temperature zero.
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Use the same `LLM_BASE_URL` service for the closest rerun; this endpoint and API keys are supplied privately in `.env`.
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No portable public-provider identity or monetary price schedule is asserted.
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The endpoint was verified as the public China (Beijing) DashScope endpoint; API keys remain private.
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The chart uses the published USD list-price schedule below rather than an account invoice.
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## Runtime dependencies
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@ -118,7 +119,20 @@ generations, generations within tasks, then tasks equally. Report primary/contro
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Answer input includes system/task, compressed history and exam. Standalone-method overhead includes one summary and,
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for N > 0, one whole Jev ranking, including recorded retries. Ranking cost is identical across N and both mechanisms;
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do not multiply by N or divide by sweep size. Evaluation repeats do not amortize overhead. Report input/output tokens
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by model; no prices/cache discounts are applied and no total monetary saving is claimed.
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by model. Total fees use [pricing.json](./pricing.json), checked 2026-10-16: Qwen `qwen3.8-max` China (Beijing)
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input **$1.65/M**, output **$4.951/M** ([official rate](https://www.alibabacloud.com/help/en/model-studio/qwen3-8-max));
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Jev `jev-1.13.0` input **$0.042/M**, output free ([official rate](https://docs.typesafe.ai/models)).
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`total_usd = ((summary_input + answer_input) * 1.65 + (summary_output + answer_output) * 4.951
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+ jev_input * 0.042) / 1e6`.
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At Top 0 charge summary generation plus one Qwen answer; Top 1–5 add one identical whole Jev ranking
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and charge the Qwen answer on the enlarged context. Mean usage is averaged across
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the same tasks/generations; fees are computed from unrounded usage. Recorded retries are included. The plotted amount
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includes one downstream answer and excludes collection/calibration. Full pays its actual mean answering fee and
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no compression preprocessing. Two scoring repeats estimate the cost of one answer; they do not amortize overhead.
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These are uncached list-price estimates: cache hits are deliberately charged at the regular input rate for comparison.
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No free quotas, promotions, taxes or account-specific adjustments are applied. Prices are a dated snapshot, not an invoice;
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no total monetary saving is claimed.
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## Reproduction levels and artifact availability
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@ -114,5 +114,7 @@ shorten 172/210 contexts (51/60 primary, 121/150 controls). Summary-only H still
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For costs, each independent method includes one summary generation when applicable, one complete Jev ranking when
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N > 0, and one downstream answer. Recorded retry usage is included. One ranking is shared across the Top-N sweep and
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mechanisms in the actual experiment; its standalone-method cost is neither multiplied by N nor divided by sweep size.
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The two answer repeats do not amortize compression overhead. Report provider input/output tokens separately; do not
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claim currency or total savings without prices, cache billing and an explicit continuation horizon.
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The two answer repeats do not amortize compression overhead. Report provider input/output tokens separately.
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The current chart estimates summary + Jev + one downstream answer fees from the dated public USD rates in [pricing.json](./pricing.json),
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using uncached input pricing and excluding trajectory collection. [Settings](./SETTINGS.md#scoring-and-costs) define
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the formula and exclusions; this is not an account invoice or a claim of total pipeline savings.
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18
benchmark/compaction/pricing.json
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benchmark/compaction/pricing.json
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@ -0,0 +1,18 @@
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{
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"checked_on": "2026-10-16",
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"currency": "USD",
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"unit": "per_1000000_tokens",
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"qwen3.8-max": {
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"input": 1.65,
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"output": 4.951,
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"region": "China (Beijing)",
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"source": "https://www.alibabacloud.com/help/en/model-studio/qwen3-8-max"
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},
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"jev-1.13.0": {
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"input": 0.042,
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"output": 0.0,
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"source": "https://docs.typesafe.ai/models"
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},
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"scope": "One summary generation plus one complete Jev ranking when N > 0, plus one downstream Qwen answer; recorded summary/ranking retries included; trajectory collection excluded",
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"billing_basis": "Public list-price estimate; all input charged at uncached rate; no credits, promotions, taxes, exchange conversion or invoice reconciliation"
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}
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@ -126,9 +126,11 @@ Jev-selected originals across mechanisms.
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On four primary task templates, S improves from **82.0% to 99.5%** at Top 3; H improves from **79.4% to 97.9%**.
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Their mean answer inputs are **3,241 / 3,193 tokens**, versus Full's **4,014 / 100%**. The figure separates downstream
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input from Jev ranking overhead; summary-generation usage is in the results table. Top 0 has no Jev call; Top 1–5 share
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one complete ranking and have identical Jev overhead. Fewer answer tokens do not establish lower total monetary cost.
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Their mean answer inputs are **3,241 / 3,193 tokens**, versus Full's **4,014 / 100%**. Panel C shows **total fees for one compression plus one Qwen answer**:
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summary generation + Jev ranking + downstream input/output. S increases **$0.014293 → $0.016429** from Top 0 to 5;
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H increases **$0.010245 → $0.012388**. Full costs **$0.006992** for its answer.
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Jev's fee stays flat after Top 1; additional retained evidence increases Qwen's input fee. These are uncached,
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dated public-list-price estimates, not invoices or evidence of one-answer savings.
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The panel has 14 predefined query/answer templates, 546 contexts and 1,092 direct-Qwen answers. Ten short/query-only
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controls are reported separately. H reuses Hermes' compaction summary-generation pipeline with a smaller budget
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<text style="font-size: 12px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: end; fill: #58677b" x="982.247519" y="295.259063" transform="rotate(-0 982.247519 295.259063)">$0.010</text>
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<text style="font-size: 12px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: end; fill: #58677b" x="982.247519" y="151.439062" transform="rotate(-0 982.247519 151.439062)">$0.020</text>
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<text style="font-weight: 700; font-size: 10.5px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: middle; fill: #172d45" x="1013.978035" y="425.198775" transform="rotate(-0 1013.978035 425.198775)">0</text>
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<text style="font-weight: 700; font-size: 10.5px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: middle; fill: #dc8f20" x="1323.489726" y="186.23801" transform="rotate(-0 1323.489726 186.23801)">$0.01643</text>
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L 1198.932953 266.300159
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L 1259.711339 260.29047
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L 1320.489726 256.357166
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<use xlink:href="#m59085ef62d" x="1259.711339" y="260.29047" style="fill: #596fc4; stroke: #596fc4"/>
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<use xlink:href="#m59085ef62d" x="1320.489726" y="256.357166" style="fill: #596fc4; stroke: #596fc4"/>
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|
||||
<text style="font-weight: 700; font-size: 10.5px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: middle; fill: #596fc4" x="1019.597793" y="308.171465" transform="rotate(-0 1019.597793 308.171465)">$0.01025</text>
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<text style="font-weight: 700; font-size: 10.5px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: middle; fill: #172d45" x="1137.630614" y="189.543168" transform="rotate(-0 1137.630614 189.543168)">4,506</text>
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<text style="font-weight: 700; font-size: 10.5px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: middle; fill: #596fc4" x="1323.489726" y="277.357166" transform="rotate(-0 1323.489726 277.357166)">$0.01239</text>
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<text style="font-weight: 700; font-size: 10.5px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: middle; fill: #172d45" x="1199.456904" y="189.543168" transform="rotate(-0 1199.456904 189.543168)">4,506</text>
|
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<text style="font-size: 10.8px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: start; fill: #58677b" x="996.419368" y="163.714669" transform="rotate(-0 996.419368 163.714669)">Summary + Jev + one Qwen answer</text>
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<text style="font-weight: 700; font-size: 10.5px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: middle; fill: #172d45" x="1261.283194" y="189.543168" transform="rotate(-0 1261.283194 189.543168)">4,506</text>
|
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<text style="font-size: 11px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: end; fill: #7b8798" x="1340.66815" y="326.770781" transform="rotate(-0 1340.66815 326.770781)">Full: $0.00699</text>
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<text style="font-weight: 700; font-size: 10.5px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: middle; fill: #172d45" x="1323.109484" y="189.543168" transform="rotate(-0 1323.109484 189.543168)">4,506</text>
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<text style="font-weight: 700; font-size: 15px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: start; fill: #172d45" x="989.247519" y="123.88" transform="rotate(-0 989.247519 123.88)">C Jev ranking overhead</text>
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<text style="font-size: 10px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: start; fill: #172d45" x="1206.892978" y="500.780456" transform="rotate(-0 1206.892978 500.780456)">Output (344)</text>
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<text style="font-weight: 700; font-size: 15px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: start; fill: #172d45" x="989.247519" y="123.88" transform="rotate(-0 989.247519 123.88)">C Total cost: one answer</text>
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<text style="font-weight: 700; font-size: 25px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: start; fill: #172d45" x="76.032" y="36.72" transform="rotate(-0 76.032 36.72)">Jev across two summary strategies</text>
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<text style="font-size: 14px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: start; fill: #58677b" x="76.032" y="70.38" transform="rotate(-0 76.032 70.38)">Same source trajectories. Frozen summaries. Identical Jev selections.</text>
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<text style="font-weight: 700; font-size: 12px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: start; fill: #172d45" x="76.032" y="514.08" transform="rotate(-0 76.032 514.08)">At Top 3</text>
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<text style="font-size: 13px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: start; fill: #172d45" x="186.624" y="514.08" transform="rotate(-0 186.624 514.08)">S: 99.5% | 3,241 input tokens H: 97.9% | 3,193 input tokens</text>
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<text style="font-size: 11px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: start; fill: #58677b" x="76.032" y="547.74" transform="rotate(-0 76.032 547.74)">Primary cohort: 4 task templates, 24 answers per method; 10 separate controls. Top 3–5 shorten 9/12 primary contexts per method.</text>
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<g id="text_73">
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<text style="font-size: 11px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: start; fill: #58677b" x="76.032" y="568.548" transform="rotate(-0 76.032 568.548)">Jev overhead is zero at Top 0 and identical at Top 1–5 for S and H. Each fused method is charged one complete ranking, including retries.</text>
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<text style="font-size: 11px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: start; fill: #58677b" x="76.032" y="568.548" transform="rotate(-0 76.032 568.548)">C includes one summary, one Jev ranking at N > 0, and one Qwen answer (input + output). Full includes its Qwen answer fee.</text>
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<text style="font-size: 11px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: start; fill: #58677b" x="76.032" y="589.356" transform="rotate(-0 76.032 589.356)">Tokens are not currency; summary-generation overhead is listed in the results table. Direct Qwen evaluation; no agent continuation.</text>
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<text style="font-size: 11px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: start; fill: #58677b" x="76.032" y="589.356" transform="rotate(-0 76.032 589.356)">Uncached list-price estimate (2026-10-16): Qwen $1.65 input / $4.951 output per M tokens; Jev $0.042 input / $0 output. Not an invoice.</text>
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L 102.5376 97.114125
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<text style="font-size: 12px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: start; fill: #172d45" x="112.1376" y="101.314125" transform="rotate(-0 112.1376 101.314125)">Generic summary S</text>
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L 278.541975 97.114125
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" style="fill: none; stroke: #596fc4; stroke-width: 2.5; stroke-linecap: square"/>
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<g>
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<use xlink:href="#m05292c0fc7" x="266.541975" y="97.114125" style="fill: #596fc4; stroke: #596fc4"/>
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<use xlink:href="#m59085ef62d" x="266.541975" y="97.114125" style="fill: #596fc4; stroke: #596fc4"/>
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<g id="text_76">
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<text style="font-size: 12px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: start; fill: #172d45" x="288.141975" y="101.314125" transform="rotate(-0 288.141975 101.314125)">Hermes small-budget H</text>
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L 478.086975 97.114125
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<g id="text_77">
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<text style="font-size: 12px; font-family: 'DejaVu Sans', Arial, sans-serif; text-anchor: start; fill: #172d45" x="487.686975" y="101.314125" transform="rotate(-0 487.686975 101.314125)">Full context</text>
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<clipPath id="pbc4e44716b">
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|
|
|||
|
Before Width: | Height: | Size: 36 KiB After Width: | Height: | Size: 33 KiB |
|
|
@ -117,8 +117,10 @@ Top 0 表示纯摘要；每轮摘要逐字固定，两种机制使用完全相
|
|||
|
||||
4 个主任务中，Top 3 将 S 从 **82.0% 提升至 99.5%**，将 H 从 **79.4% 提升至 97.9%**。
|
||||
平均回答输入分别为 **3241 / 3193 tokens**，Full 为 **4014 tokens / 100%**。
|
||||
图中分别展示效果、回答输入和 Jev 排序开销；摘要生成用量见结果表。Top 0 不调用 Jev，Top 1～5 共用完整排名，
|
||||
因此 Jev 开销相同。回答输入减少不等于总费用降低。
|
||||
C 图纵轴为**一次压缩后回答的总费用（USD）**：摘要生成 + Jev 排序 + Qwen 回答输入／输出。
|
||||
从 Top 0 到 Top 5，S 为 **$0.014293 → $0.016429**，H 为 **$0.010245 → $0.012388**；
|
||||
Full 的回答费用为 **$0.006992**。Jev 排名费在 Top 1～5 不变，但保留更多原文会增加 Qwen 的输入费。
|
||||
按公开标价、不计缓存折扣估算，不等同于实际账单；当前单次回答口径下，压缩组总费用均高于 Full。
|
||||
|
||||
共 14 个预设 query/answer 模板、546 个上下文、1092 次直接 Qwen 回答；10 个短任务对照单独报告。
|
||||
H 复用 Hermes 的上下文压缩摘要生成流程，并采用小预算与长度约束；实验直接生成摘要，不经过自动触发和首尾窗口选择。
|
||||
|
|
|
|||
Loading…
Add table
Reference in a new issue