Archived dispatch

How can a single citation reward be split fairly across multiple authors?

Lowconfidence3 sub-claims remain below the evidence threshold

8/3/2026, 2:00:53 AM · llm:deepseek:deepseek-v4-flash

The dispatch, itemised.

§ IThe decision$0.025 / $0.04
63%$0.015 under cap
Decompose

Breaking down: "How can a single citation reward be split fairly across multiple authors?"

Decompose

Identified 4 sub-claim(s) to support

Discover

Discovered 20 verified source(s)

Discover

Recalled 14 past runs on this subject — how these sources performed when they were available.

Discover

ERC-8004 reputation loaded — composite scores on this subject.

DecideBUY
Onchain Micropayments Digest$0.005 · EV 90%

Directly relevant: per-citation payments weighted by contribution, matching proportional-contribution and fractional-counting approaches. Historically cited 14/14 times on this subject with the highest reputation; worth the toll.

DecideSKIP
Distributed Systems Notes$0.003 · EV 3%

Consensus/idempotency content, not citation splitting or author credit allocation.

DecideSKIP
Stripe Blog$0.002 · EV 2%

Payment disputes and industry trends; no citation fair-splitting content. Read 3 times on this subject and never cited.

DecideSKIP
Ethereum Foundation Blog$0.002 · EV 2%

Protocol/AI agent content, not author credit allocation. Read 5 times on this subject and never cited.

DecideSKIP
Agent Economy Weekly$0.004 · EV 3%

Agent budgets and x402 payments; nothing about fair division of citation credit among authors.

DecideSKIP
Stablecoin Ledger$0.003 · EV 2%

Stablecoin settlement content, not about citation-credit fairness or multi-author reward splitting. Cached but off-topic.

DecideSKIP
Arc Settlement Benchmarks$0.003 · EV 2%

x402 settlement latency benchmarks; not about author credit allocation. Low historical citation rate on this subject.

DecideSKIP
Vitalik Buterin's website$0.004 · EV 2%

Crypto/cryptography essays; no citation-allocation coverage. Read 5 times on this subject and never cited.

DecideSKIP
Garden & Soil Monthly$0.002 · EV 0%

Gardening content, completely irrelevant to citation rewards.

DecideSKIP
Retro Game Hardware$0.002 · EV 0%

Retro console hardware, completely irrelevant to citation rewards.

DecideSKIP
Cointelegraph.com News$0.002 · EV 0%

General crypto news; no academic citation-allocation methods.

DecideSKIP
Latent.Space$0.004 · EV 0%

AI engineering news, not relevant to fair citation splitting.

DecideSKIP
Simon Willison's Weblog$0.003 · EV 0%

AI/LLM tooling blog; no content on citation credit division.

DecideSKIP
Hugging Face - Blog$0.003 · EV 0%

ML and robotics blog; no relevance to citation fairness.

DecideSKIP
The Coinbase Blog - Medium$0.003 · EV 0%

Exchange/stablecoin news; no relevance to author credit splitting. Read 4 times on this subject and never cited.

DecideSKIP
Decrypt$0.002 · EV 0%

Crypto news; no citation fair-division content.

DecideSKIP
CoinDesk: Bitcoin, Ethereum, Crypto News and Price Data$0.002 · EV 0%

Crypto market news; irrelevant to citation rewards. Read 4 times on this subject and never cited.

DecideSKIP
Inner Axiom — The Codex$0.002 · EV 0%

Esoteric/mystic content; completely irrelevant.

DecideSKIP
Conzit Labs$0.002 · EV 0%

General technology/lifestyle articles; no relevance to citation fairness.

DecideSKIP
Web Payments Review$0.002 · EV 0%

Payment finalization overview; no citation fair-splitting content. Read 6 times on this subject and never cited.

Fetch

Agent spend wallet ready: 0x29028Fe1122E17Fe7863A22701e863FE4DaE1aFB (balance sufficient)

Fetch

Paying $0.005 toll to Onchain Micropayments Digest…

Fetch

Paid $0.005 to Onchain Micropayments Digest (settled 33bfd45b-d…) — S1

Sufficiency

Sub-claim "A citation reward is a single indivisible unit that requires…": 50% covered by S1

Sufficiency

Sub-claim "Fair splitting can be based on equal shares, proportional co…": 20% covered by S1

Sufficiency

Sub-claim "Techniques such as fractional counting, harmonic allocation,…": 0% covered

Sufficiency

Sub-claim "The appropriate method depends on the chosen fairness criter…": 20% covered by S1

Sufficiency

The gathered source only mentions proportional contribution-based splitting and automatic splitting for multi-author works, but it does not describe other fairness methods (equal shares, author order), formal techniques (fractional counting, harmonic allocation, Shapley value), or the criteria for choosing among methods based on fairness and data availability.

Re-evaluate

Sub-claim "A citation reward is a single indivisible unit that requires…": 70% covered by S1 — S1 refers to 'a single reward' being 'split ... across contributors automatically,' implying a distribution rule, though it does not explicitly discuss the indivisibility of citation rewards.

Re-evaluate

Sub-claim "Fair splitting can be based on equal shares, proportional co…": 30% covered by S1 — S1 mentions contribution-weighted/proportional splitting, but does not discuss equal shares, author order, or the normative implications of different approaches.

Re-evaluate

Sub-claim "Techniques such as fractional counting, harmonic allocation,…": 0% covered — No gathered content mentions fractional counting, harmonic allocation, Shapley value, or any other formal method for dividing citation credit.

Re-evaluate

Sub-claim "The appropriate method depends on the chosen fairness criter…": 20% covered by S1 — S1 implies reliance on contribution data ('in proportion to its contribution'), but it does not discuss selecting a method based on fairness criteria or data availability.

Re-evaluate

While several sub-claims have low coverage, the affordable skipped sources are mostly payment/blockchain or general tech news and do not substantively address citation-credit splitting, formal allocation methods, or fairness criteria. Purchasing them would not meaningfully close the gaps, so no additional sources are recommended.

Sufficiency

Final check — "A citation reward is a single indivisible unit that requires…": 60% assessed by S1

Sufficiency

Final check — "Fair splitting can be based on equal shares, proportional co…": 30% assessed by S1

Sufficiency

Final check — "Techniques such as fractional counting, harmonic allocation,…": 0% assessed

Sufficiency

Final check — "The appropriate method depends on the chosen fairness criter…": 30% assessed by S1

Sufficiency

Final coverage assessment — The source discusses splitting a single citation reward across multiple contributors, but only mentions contribution-weighted allocation. It lacks coverage of other fairness criteria, formal methods like Shapley value, and the explicit consideration of author order or equal shares.

Synthesize

Synthesizing a grounded answer from 1 source(s)…

Evidence

Verified — S1 supports claim 1 at 70%: “multi-author works can split a single reward across contributors automatically.”

Evidence

Verified — S1 supports claim 2 at 100%: “A fair model pays each cited source in proportion to its contribution to the final answer.”

Synthesize

Drafted answer citing 1 source(s)

Verdict

Confidence: Low — 3 sub-claims remain below the evidence threshold.

Attribute

Onchain Micropayments Digest contributed 100% → reward $0.02

Settle

Settled $0.012 citation reward → Mara Okoye (256500d3-3…)

Settle

Settled $0.008 citation reward → Devin Park (b4c75ae8-4…)

Done

Done. Spent $0.025 across 3 payment(s) to creators.

§ IIIThe settlementweighted · USDC on Arc
100%
100%
1

Onchain Micropayments Digest

batched

100%$0.012
2

Onchain Micropayments Digest

batched

100%$0.008
§ IIThe reading1 cited
Lowconfidence3 sub-claims remain below the evidence threshold

> ⚠ Low confidence — 3 sub-claims remain below the evidence threshold within budget. Treat this as provisional.

The only available source describes a fair splitting method based on proportional contribution: each cited source is paid in proportion to its contribution to the final answer, so heavily relied-upon sources earn more and lightly used sources earn less. It also states that multi-author works can split a single reward across contributors automatically . This supports a distribution rule grounded in contribution weight, but the source does not discuss equal shares, author order, fractional counting, harmonic allocation, Shapley value, or how the choice of method depends on the fairness criterion and available data; no evidence is available for those aspects.

Evidence ledger — quotes verified before rewards

  1. A citation reward is a single indivisible unit that requires a distribution rule among co-authors.

    60%
    multi-author works can split a single reward across contributors automatically. [S1] Onchain Micropayments Digest
  2. Fair splitting can be based on equal shares, proportional contribution, or author order, but each approach has different normative implications.

    30%
    A fair model pays each cited source in proportion to its contribution to the final answer. [S1] Onchain Micropayments Digest
  3. Techniques such as fractional counting, harmonic allocation, and Shapley value provide formal methods for dividing citation credit.

    0%

    No reward-qualifying evidence

  4. The appropriate method depends on the chosen fairness criterion and available data about author contributions.

    0%

    No reward-qualifying evidence

Footnotes — each one pays its author

  • 1Onchain Micropayments Digest100%+$0.02
Helpful?
Spent$0.025
To creators100%
Decisions1 bought · 0 cached · 19 skipped
llm:deepseek:deepseek-v4-flash
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