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I am preparing a paper on whether citations make retrieval-augmented answers more trustworthy. What evaluation methods distinguish a relevant citation from one that actually supports the sentence?

Lowconfidence— Each summary sentence is tied to a verbatim excerpt and model-checked; completeness and independent factual correctness remain unverified. Evidence assessment: 7 sub-claims remain below the evidence threshold

· llm:deepseek:deepseek-v4-pro

§ IIThe reading3 cited
Lowsource grounding— Each summary sentence is tied to a verbatim excerpt and model-checked; completeness and independent factual correctness remain unverified. Evidence assessment: 7 sub-claims remain below the evidence thresholddeep researchpreview plan 6/7 claimsportfolio 6/6 · evidence 40%

> ⚠ Low confidence — Each summary sentence is tied to a verbatim excerpt and model-checked; completeness and independent factual correctness remain unverified. Evidence assessment: 7 sub-claims remain below the evidence threshold. Treat this as provisional.

Model-written summary with sentence-level citations. Each sentence is followed by the verbatim source text it was checked against; sentences without a qualifying excerpt were removed.

Research target 1

Requested topic (unverified): “What evaluation methods distinguish a relevant citation from one that actually supports the sentence in retrieval-augmented answers?”

To distinguish a relevant citation from one that actually supports the sentence, the most effective strategy is to verify that the source actually contains the evidence used in the sentence. Source text: “The most effective strategy for avoiding such an error is to verify that the source actually contains evidence used in the sentence.”

Evidence gap: the recorded assessment remains below the support threshold for this target.

Research target 2

Requested topic (unverified): “How is citation relevance defined and measured in the context of retrieval-augmented answers?”

Citation relevance is defined as the importance of the information in relation to your research needs. Source text: “Relevance -- the importance of the information in relation to your research needs.”

Evidence gap: the recorded assessment remains below the support threshold for this target.

Research target 3

Requested topic (unverified): “How is citation support (whether a citation actually supports the sentence) defined and measured?”

Citation support is defined as whether the cited source actually supports the statement being made. Source text: “The cited source must actually support the statement being made.”

Evidence gap: the recorded assessment remains below the support threshold for this target.

Research target 4

Requested topic (unverified): “What are the key differences between evaluating citation relevance and evaluating citation support?”

Source excerpts:

  • “A citation does not automatically make a statement reliable.”

Evidence gap: the recorded assessment remains below the support threshold for this target.

Research target 5

Requested topic (unverified): “What metrics or benchmarks are commonly used to evaluate citation relevance in retrieval-augmented answers?”

Source excerpts:

  • “Evaluation metrics, how to build eval datasets, eval methodology, and a review of several benchmarks.”

Evidence gap: the recorded assessment remains below the support threshold for this target.

Research target 6

Requested topic (unverified): “What metrics or benchmarks are commonly used to evaluate citation support in retrieval-augmented answers?”

Citation support is evaluated by verifying that the source actually contains the evidence used in the sentence. Source text: “The most effective strategy for avoiding such an error is to verify that the source actually contains evidence used in the sentence.”

Evidence gap: the recorded assessment remains below the support threshold for this target.

Research target 7

Requested topic (unverified): “What are the limitations of existing evaluation methods for citation relevance and citation support?”

Source excerpts:

  • “Abstracts are helpful when looking for studies that can be used, but not all abstracts will give sufficient detail on the methodology, limitations, and other elements of the research.”

Evidence gap: the recorded assessment remains below the support threshold for this target.

Summary sentences are model-written and model-checked, not independently verified; they claim no more than their excerpts and are not a complete synthesis. Excerpts establish source grounding, not that a source is correct. Source statements may be wrong or conflicting. Payment states remain in the separate receipt.

Next steps to complete this research

These are suggested follow-up steps; this run has not performed them. They do not change the recorded evidence or payment state.

  • “Citation Data and Analysis: Limitations and Shortcomings”: Original text was unavailable. Check the publisher URL and provide an accessible original of the same document; this failure does not establish that the document does not exist.
  • “Research evaluation: Citation versus expert opinions”: HTML text extraction failed. Look for a publisher-provided text/PDF edition of the same document and version; a preview cannot replace the original content.
  • “Evaluating Long-Context Question & Answer Systems”: only the abstract page was read. Obtain the exact full-text version before comparing methods, evaluations or limitations absent from the abstract.

Evidence ledger — recorded source excerpts

Research targets are unverified topics. Coverage is an estimate of excerpt support, not proof of entailment, factual truth or a complete answer.

  1. Requested topic (unverified): “What evaluation methods distinguish a relevant citation from one that actually supports the sentence in retrieval-augmented answers?”

    10% estimated
    “The most effective strategy for avoiding such an error is to verify that the source actually contains evidence used in the sentence.” [S2] How Citation Errors Affect Research Credibility

  2. Requested topic (unverified): “How is citation relevance defined and measured in the context of retrieval-augmented answers?”

    10% estimated
    “Relevance -- the importance of the information in relation to your research needs.” [S6] Research Guides: Organizing Your Social Sciences Research Paper: Evaluating Sources

  3. Requested topic (unverified): “How is citation support (whether a citation actually supports the sentence) defined and measured?”

    20% estimated
    “The cited source must actually support the statement being made.” [S2] How Citation Errors Affect Research Credibility

  4. Requested topic (unverified): “What are the key differences between evaluating citation relevance and evaluating citation support?”

    0% estimated
    “A citation does not automatically make a statement reliable.” [S2] How Citation Errors Affect Research Credibility

  5. Requested topic (unverified): “What metrics or benchmarks are commonly used to evaluate citation relevance in retrieval-augmented answers?”

    0% estimated
    “Evaluation metrics, how to build eval datasets, eval methodology, and a review of several benchmarks.” [S1] Evaluating Long-Context Question & Answer Systems

  6. Requested topic (unverified): “What metrics or benchmarks are commonly used to evaluate citation support in retrieval-augmented answers?”

    0% estimated
    “The most effective strategy for avoiding such an error is to verify that the source actually contains evidence used in the sentence.” [S2] How Citation Errors Affect Research Credibility

  7. Requested topic (unverified): “What are the limitations of existing evaluation methods for citation relevance and citation support?”

    10% estimated
    “Abstracts are helpful when looking for studies that can be used, but not all abstracts will give sufficient detail on the methodology, limitations, and other elements of the research.” [S2] How Citation Errors Affect Research Credibility
What if a source were missing?

Temporarily leave out one source to see which research targets retain excerpts in this report.

Showing the original excerpt ledger.

  1. What evaluation methods distinguish a relevant citation from one that actually supports the sentence in retrieval-augmented answers?

    1 recorded excerpt remain.

    Inspect remaining excerpts

    “The most effective strategy for avoiding such an error is to verify that the source actually contains evidence used in the sentence.”

    S2 · thewriterr.com · How Citation Errors Affect Research Credibility · version 925bc88d66fc3d93944f39b734bdb97de5d6e25dc94f42e8a32ddc61005373df

  2. How is citation relevance defined and measured in the context of retrieval-augmented answers?

    1 recorded excerpt remain.

    Inspect remaining excerpts

    “Relevance -- the importance of the information in relation to your research needs.”

    S6 · usc.edu · Research Guides: Organizing Your Social Sciences Research Paper: Evaluating Sources · version 734c12ca4827fbbedf64395fae6a7b11ac7feb617ffeb8b65340079e3ed1c1b7

  3. How is citation support (whether a citation actually supports the sentence) defined and measured?

    1 recorded excerpt remain.

    Inspect remaining excerpts

    “The cited source must actually support the statement being made.”

    S2 · thewriterr.com · How Citation Errors Affect Research Credibility · version 925bc88d66fc3d93944f39b734bdb97de5d6e25dc94f42e8a32ddc61005373df

  4. What are the key differences between evaluating citation relevance and evaluating citation support?

    1 recorded excerpt remain.

    Inspect remaining excerpts

    “A citation does not automatically make a statement reliable.”

    S2 · thewriterr.com · How Citation Errors Affect Research Credibility · version 925bc88d66fc3d93944f39b734bdb97de5d6e25dc94f42e8a32ddc61005373df

  5. What metrics or benchmarks are commonly used to evaluate citation relevance in retrieval-augmented answers?

    1 recorded excerpt remain.

    Inspect remaining excerpts

    “Evaluation metrics, how to build eval datasets, eval methodology, and a review of several benchmarks.”

    S1 · Eugene Yan · Evaluating Long-Context Question & Answer Systems · version sha256:dca335204365cb81fca0e69dea4284cc8ed40608ef0f62862ff9349e1987e610

  6. What metrics or benchmarks are commonly used to evaluate citation support in retrieval-augmented answers?

    1 recorded excerpt remain.

    Inspect remaining excerpts

    “The most effective strategy for avoiding such an error is to verify that the source actually contains evidence used in the sentence.”

    S2 · thewriterr.com · How Citation Errors Affect Research Credibility · version 925bc88d66fc3d93944f39b734bdb97de5d6e25dc94f42e8a32ddc61005373df

  7. What are the limitations of existing evaluation methods for citation relevance and citation support?

    1 recorded excerpt remain.

    Inspect remaining excerpts

    “Abstracts are helpful when looking for studies that can be used, but not all abstracts will give sufficient detail on the methodology, limitations, and other elements of the research.”

    S2 · thewriterr.com · How Citation Errors Affect Research Credibility · version 925bc88d66fc3d93944f39b734bdb97de5d6e25dc94f42e8a32ddc61005373df

Targets are requested topics, not verified assertions. Excerpts do not prove truth or independent corroboration. This view keeps the answer, confidence and payments unchanged and makes no new requests.

Research evidence matrix

Compare unverified research targets with cited sources and inspect recorded excerpts. An empty cell means no inspectable excerpt was recorded; it does not establish whether a claim is true, false, or disputed. Coverage and agent confidence do not prove entailment, measured accuracy or complete synthesis.

Research target by cited source evidence matrix
Research target (unverified)Inspection status[S1] Evaluating Long-Context Question & Answer SystemsPublication: Eugene YanPublished: 2025-06-22T00:00:00.000Z[S2] How Citation Errors Affect Research CredibilityPublication: thewriterr.comPublished: Not recorded[S6] Research Guides: Organizing Your Social Sciences Research Paper: Evaluating SourcesPublication: usc.eduPublished: Not recorded
What evaluation methods distinguish a relevant citation from one that actually supports the sentence in retrieval-augmented answers?Recorded excerptNo excerpt recorded
Inspect 1 excerpt
The most effective strategy for avoiding such an error is to verify that the source actually contains evidence used in the sentence.
No excerpt recorded
How is citation relevance defined and measured in the context of retrieval-augmented answers?Recorded excerptNo excerpt recordedNo excerpt recorded
Inspect 1 excerpt
Relevance -- the importance of the information in relation to your research needs.
How is citation support (whether a citation actually supports the sentence) defined and measured?Recorded excerptNo excerpt recorded
Inspect 1 excerpt
The cited source must actually support the statement being made.
No excerpt recorded
What are the key differences between evaluating citation relevance and evaluating citation support?Recorded excerptNo excerpt recorded
Inspect 1 excerpt
A citation does not automatically make a statement reliable.
No excerpt recorded
What metrics or benchmarks are commonly used to evaluate citation relevance in retrieval-augmented answers?Recorded excerpt
Inspect 1 excerpt
Evaluation metrics, how to build eval datasets, eval methodology, and a review of several benchmarks.
No excerpt recordedNo excerpt recorded
What metrics or benchmarks are commonly used to evaluate citation support in retrieval-augmented answers?Recorded excerptNo excerpt recorded
Inspect 1 excerpt
The most effective strategy for avoiding such an error is to verify that the source actually contains evidence used in the sentence.
No excerpt recorded
What are the limitations of existing evaluation methods for citation relevance and citation support?Recorded excerptNo excerpt recorded
Inspect 1 excerpt
Abstracts are helpful when looking for studies that can be used, but not all abstracts will give sufficient detail on the methodology, limitations, and other elements of the research.
No excerpt recorded

Reference export

3 article references. Recorded titles, links and dates; observed scholarly records also include supplied authors, DOI and journal metadata with read limits. Review metadata before using in a paper. Import RIS into Zotero with File → Import.

Cited sources and references

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To creators—
Decisions0 bought · 6 cached · 105 skipped
llm:deepseek:deepseek-v4-prolive on Arc mainnet
Decision log · 207 steps
§ IThe decision$0 settled / $0.05
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Decompose

Breaking down: "I am preparing a paper on whether citations make retrieval-augmented answers more trustworthy. What evaluation methods distinguish a relevant citation from one that actually supports the sentence?"

Decompose

Identified 7 research target(s) to investigate; these are not established facts

Decompose

Deep mode: up to 7 paid/cached/public reads plus one bounded gap-expansion pass when needed.

Discover

Historical article search is unavailable for part of this run; available retained feed previews remain in discovery. No exhaustive archive search is claimed.

Discover

Web search: 8/8 planned queries attempted, 1 succeeded, 10 public page previews/leads, 7 unavailable queries. Previews and supplied URLs are discovery only. Public reads spend no USDC; model and service operating costs remain separate.

Discover

Discovered 3 verified creator candidate(s) from 2 publisher(s) and 108 free public reference candidate(s)

Decide

Source selection partially withheld

Decision validation withheld 2 candidate(s) and rejected 2 row(s). Independently valid proposals continue through the existing read and payment gates. All research targets remain; proposed relevance is not verified evidence.

10 candidates · 7 targets · 10 proposal rows
10 matched · 2 actionable · 2 withheld · 2 invalid rows

Reasons: empty_targets

Pre-check

Claim-aware portfolio (exhaustive; bounded selection, not a claim of global optimality) selected 6/6 positive proposal(s): 6 free/cache selections + 0 paid fresh selections, predicting 6/7 claim(s) above the evidence floor with $0.000000/$0.025000 fetch USDC reserved.

Pre-check

Free-preview pre-check covers 6/7 sub-claims (86%). The agent may buy only claim-targeted sources and will label the answer provisional if paid evidence stays thin.

DecideCACHE
Eugene Yan - Evaluating Long-Context Question & Answer Systems$0 · EV 50%

Article on evaluating long-context Q&A systems may discuss evaluation metrics and benchmarks, potentially touching on citation relevance or support in RAG contexts, though not explicitly stated. - free public feed reference; no purchase or creator reward. — selected for the claim-aware evidence portfolio (targets claims 1, 5, 6; 0 fetch USDC, 1 attention slot).

DecideCACHE
How Citation Errors Affect Research Credibility | Writerr$0 · EV 50%

Discusses citation errors and credibility, including context and meaning changes, which may inform citation support evaluation. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — selected for the claim-aware evidence portfolio (targets claims 3, 7; 0 fetch USDC, 1 attention slot).

DecideCACHE
Building better citation practices in public health research: Practical considerations for student researchers, from source discovery to crafting and positioning claims$0 · EV 40%

Discusses assessing quality and relevance of citations, including whether scope supports a claim, which relates to citation relevance and support evaluation. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — selected for the claim-aware evidence portfolio (targets claims 2, 3; 0 fetch USDC, 1 attention slot).

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How Citations Relate to Research Quality | Springer Nature Link$0 · EV 40%

Public web page about how citations relate to research quality; may discuss citation relevance and limitations (targets 1, 6). - free public original-page READ selection (not a cache hit); no purchase or creator reward. — selected for the claim-aware evidence portfolio (targets claims 2, 7; 0 fetch USDC, 1 attention slot).

DecideCACHE
Limitations of citation-based research evaluation$0 · EV 40%

Public web page about limitations of citation-based research evaluation; may discuss evaluation methods and limitations relevant to citation relevance and support (targets 0, 6). - free public original-page READ selection (not a cache hit); no purchase or creator reward. — selected for the claim-aware evidence portfolio (targets claims 1, 7; 0 fetch USDC, 1 attention slot).

DecideCACHE
Citation Data and Analysis: Limitations and Shortcomings$0 · EV 40%

Public web page about citation data limitations; may inform limitations of citation evaluation methods (target 6). - free public original-page READ selection (not a cache hit); no purchase or creator reward. — selected for the claim-aware evidence portfolio (targets claim 7; 0 fetch USDC, 1 attention slot).

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arXiv news about rate limit policy; unrelated to citation evaluation methods. - free public feed reference; no purchase or creator reward.

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Hiring announcement; unrelated to citation evaluation methods. - free public feed reference; no purchase or creator reward.

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Announcement schedule change; unrelated to citation evaluation methods. - free public feed reference; no purchase or creator reward.

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Philanthropic commitments; unrelated to citation evaluation methods. - free public feed reference; no purchase or creator reward.

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Docker - Building Reproducible AI Evaluation Workflows with Docker Sandboxes$0 · EV 0%

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PostgreSQL - pg_plan_filter 1.0.0 released$0 · EV 0%

PostgreSQL pg_plan_filter release notes are unrelated to citation relevance or support evaluation. - free public feed reference; no purchase or creator reward.

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dbForge PostgreSQL tooling announcement has no connection to citation evaluation methods. - free public feed reference; no purchase or creator reward.

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PostgreSQL - pgx-bm25 1.0: BM25 ranked full-text search as a native PostgreSQL index$0 · EV 0%

pgx-bm25 full-text search index is unrelated to citation relevance or support. - free public feed reference; no purchase or creator reward.

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PyTorch - Modernizing Table Batched Embeddings with FBTriton$0 · EV 0%

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PyTorch - Session-Aware Agentic Inference with NVIDIA Dynamo$0 · EV 0%

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DecideSKIP
PyTorch - Building Spyre as a Native PyTorch Device$0 · EV 0%

PyTorch Spyre device integration is unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
Rust Blog - Announcing a Maintainer in Residence: Scott Schafer for the Cargo team$0 · EV 0%

Rust maintainer announcement is unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
Rust Blog - Announcing Rust 1.99.0$0 · EV 0%

Rust 1.99.0 release notes are unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
Rust Blog - Demoting i686 Windows targets to std-only$0 · EV 0%

Rust i686 Windows target demotion is unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
Rust Blog - GitHub Actions leaking secrets when Miri output is cached$0 · EV 0%

Rust GitHub Actions secret leak is unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
Sebastian Raschka - Focusing on Post-Training$0 · EV 0%

Post-training focus article is about LLM training, not citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
Sebastian Raschka - Language Models for Text Classification: From Bag-of-Words to Jev$0 · EV 0%

Text classification guide is unrelated to citation relevance or support. - free public feed reference; no purchase or creator reward.

DecideSKIP
Spotify Engineering - Introducing: Spotify Technology. Proven at Spotify, now yours.$0 · EV 0%

Spotify Technology announcement is unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
Stripe Blog - Helping personal agents shop more intelligently and reliably with Link$0 · EV 0%

Stripe Link agent shopping article is unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
Stripe Blog - Why I tried to kill token billing (and why we kept it)$0 · EV 0%

Stripe token billing article is unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
Supabase - Operate with confidence$0 · EV 0%

Supabase operate with confidence is about agent tools, not citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
Supabase - Connect client traces to your logs$0 · EV 0%

Supabase client traces article is unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
Supabase - Getting started with the Supabase .NET SDK$0 · EV 0%

Supabase .NET SDK guide is unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
Supabase - Enterprise-managed auth for the Supabase MCP server$0 · EV 0%

Supabase MCP server auth article is unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
Tailscale - Your built-in router VPN might be more trouble than it’s worth$0 · EV 0%

Tailscale router VPN article is unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
Tailscale - Tailscale PAM beta: Manage connectivity and privileged access in one place$0 · EV 0%

Topic is Tailscale PAM beta, unrelated to citation evaluation in retrieval-augmented answers. - free public feed reference; no purchase or creator reward.

DecideSKIP
Tailscale - Sovereign AI starts with open infrastructure$0 · EV 0%

Topic is sovereign AI infrastructure, unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
Tailscale - Codex Cloud shipped with Tailscale support. Nobody told us.$0 · EV 0%

Topic is Codex Cloud and Tailscale, unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
Vicki Boykis - Write for people$0 · EV 0%

Topic is writing for people, unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
Vicki Boykis - On Programming Joy and Octocat$0 · EV 0%

Topic is programming joy and Octocat, unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
Vicki Boykis - Bad code is kudzu$0 · EV 0%

Topic is bad code and kudzu, unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
Vicki Boykis - Tagging my blog posts with BERTopic and LLMs$0 · EV 0%

Topic is tagging blog posts with BERTopic and LLMs, unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
vLLM - Taking vLLM Apart: A Practical Guide to Disaggregated Serving$0 · EV 0%

Topic is vLLM disaggregated serving, unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
vLLM - Watermarking in vLLM$0 · EV 0%

Topic is watermarking in vLLM, unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
vLLM - vLLM Support for NVIDIA Vera Rubin NVL72: 7.8x Throughput over GB200 NVL72$0 · EV 0%

Topic is NVIDIA Vera Rubin support in vLLM, unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
vLLM - Improve TTFT for Multi-Turn Agentic Workloads with Bi-Directional KV Transfer in vLLM$0 · EV 0%

Topic is KV transfer for multi-turn agentic workloads, unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
Wikimedia Diff - Bringing Wiki Projects to the 2026 Summer Institute in Computational Social Science in Kenya$0 · EV 0%

Topic is Wikimedia projects at SICSS Kenya, unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
Wikimedia Diff - An AI bot for polishing Malayalam Wikipedia articles$0 · EV 0%

Topic is AI bot for polishing Malayalam Wikipedia, unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
Wikimedia Diff - Tech News 2026 – Issue 42$0 · EV 0%

Topic is Wikimedia Tech News, unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
x402 - x402: An open standard for internet-native payments$0 · EV 0%

Topic is x402 payment standard, unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
x402 - Introducing x402 Batch Settlement: High-velocity Agentic Commerce$0 · EV 0%

Topic is x402 batch settlement, unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
x402 - Linux Foundation Announces Operational Launch of x402 Foundation to Standardize Internet-Native Payments for AI Agents and Applications$0 · EV 0%

Topic is x402 Foundation launch, unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
x402 - Introducing x402 V2: Evolving the Standard for Internet-native Payments$0 · EV 0%

Topic is x402 V2 standard, unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

DecideSKIP
Research evaluation: Citation versus expert opinions$0 · EV 0%

Focuses on research evaluation via citation counts versus expert opinions, not on evaluating citation relevance or support in retrieval-augmented answers. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Evaluating Sources - Organizing Your Social Sciences Research Paper - Research Guides at University of Southern California$0 · EV 0%

General guide on evaluating sources for social science research, not specific to citation relevance or support in retrieval-augmented answers. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Citation Impact - Altmetrics - Bibliometrics: Citation Analysis and Research Impact - LibGuides at Rhodes University Library$0 · EV 0%

About altmetrics and citation impact, not about evaluating whether a citation supports a sentence. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Question and Answer Document: Review of Existing Evaluation Data and Reevaluation | Texas SPED Support$0 · EV 0%

Concerns special education evaluation data under IDEA, unrelated to citation evaluation. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Revisiting the scaling of citations for research assessment$0 · EV 0%

About scaling citation counts for research assessment, not about citation relevance or support in answers. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Keryx owner release notes — first-party validation — Keryx v0.27.44$0.005 · EV 0%

Selection validator withheld this source (empty_targets); no read authorized.

DecideSKIP
Keryx owner release notes — first-party validation — Keryx v0.27.68$0.005 · EV 0%

Keryx release notes about software fixes; not relevant to citation evaluation methods.

DecideSKIP
Keryx Engineering (first-party) — How Keryx pays cited creators$0.002 · EV 0%

Selection validator withheld this source (empty_targets); no read authorized.

Fetch

Read Eugene Yan - Evaluating Long-Context Question & Answer Systems - free public feed reference, no creator payment - S1

Sufficiency

Sub-claim "What evaluation methods distinguish a relevant citation from…": 0% covered

Sufficiency

Sub-claim "How is citation relevance defined and measured in the contex…": 0% covered

Sufficiency

Sub-claim "How is citation support (whether a citation actually support…": 0% covered

Sufficiency

Sub-claim "What are the key differences between evaluating citation rel…": 0% covered

Sufficiency

Sub-claim "What metrics or benchmarks are commonly used to evaluate cit…": 0% covered

Sufficiency

Sub-claim "What metrics or benchmarks are commonly used to evaluate cit…": 0% covered

Sufficiency

Sub-claim "What are the limitations of existing evaluation methods for …": 0% covered

Sufficiency

Only one source (S1) is provided, and it is an abstract with a single passage of 101 characters. The passage is a high-level description of the article's topics: 'Evaluation metrics, how to build eval datasets, eval methodology, and a review of several benchmarks.' It does not contain any specific information about citation relevance, citation support, or evaluation methods for citations in retrieval-augmented answers. Therefore, none of the sub-claims are directly answered. The passage provides only topical context (evaluation metrics and benchmarks in general), which is insufficient to answer any of the specific sub-claims. Coverage is 0 for all sub-claims because no requested part is addressed. The assessment does not establish a complete supported answer for every requested part.

Fetch

READ How Citation Errors Affect Research Credibility | Writerr - selected original public page, 0 USDC; not a cache hit.

Fetch

Read extracted public text from https://www.thewriterr.com/blog/research-paper-citation-guide - S2; quote matching establishes source grounding, not fact verification.

Sufficiency

Sub-claim "What evaluation methods distinguish a relevant citation from…": 0% covered

Sufficiency

Sub-claim "How is citation relevance defined and measured in the contex…": 0% covered

Sufficiency

Sub-claim "How is citation support (whether a citation actually support…": 0% covered

Sufficiency

Sub-claim "What are the key differences between evaluating citation rel…": 0% covered

Sufficiency

Sub-claim "What metrics or benchmarks are commonly used to evaluate cit…": 0% covered

Sufficiency

Sub-claim "What metrics or benchmarks are commonly used to evaluate cit…": 0% covered

Sufficiency

Sub-claim "What are the limitations of existing evaluation methods for …": 0% covered

Sufficiency

The question asks for evaluation methods distinguishing citation relevance from citation support in retrieval-augmented answers. The gathered sources are extremely limited: S1 is an abstract with only a general description of evaluation metrics, and S2 is a blog excerpt about citation errors in research papers, not specifically retrieval-augmented answers. None of the passages define citation relevance or citation support, describe metrics or benchmarks for either, or discuss limitations of evaluation methods. Therefore, all sub-claims have coverage 0.0 with no supporting markers. The assessment does not establish a complete supported answer for every requested part.

Fetch

READ Building better citation practices in public health research: Practical considerations for student researchers, from source discovery to crafting and positioning claims - selected original public page, 0 USDC; not a cache hit.

Fetch

Read extracted public text from https://pmc.ncbi.nlm.nih.gov/articles/PMC13557352 - S3; quote matching establishes source grounding, not fact verification.

Sufficiency

Sub-claim "What evaluation methods distinguish a relevant citation from…": 0% covered

Sufficiency

Sub-claim "How is citation relevance defined and measured in the contex…": 0% covered

Sufficiency

Sub-claim "How is citation support (whether a citation actually support…": 0% covered

Sufficiency

Sub-claim "What are the key differences between evaluating citation rel…": 0% covered

Sufficiency

Sub-claim "What metrics or benchmarks are commonly used to evaluate cit…": 0% covered

Sufficiency

Sub-claim "What metrics or benchmarks are commonly used to evaluate cit…": 0% covered

Sufficiency

Sub-claim "What are the limitations of existing evaluation methods for …": 0% covered

Sufficiency

The gathered sources provide only general advice about citation accuracy and verification, not specific evaluation methods, metrics, or benchmarks for distinguishing citation relevance from citation support in retrieval-augmented answers. S1 is an abstract that mentions evaluation metrics and benchmarks but provides no details. S2 contains general statements about verifying that sources support claims and checking relevance, but no formal definitions, metrics, or benchmarks. S3 is a browser check page with no relevant content. None of the sub-claims are directly answered. The assessment does not establish a complete supported answer for every requested part.

Fetch

READ How Citations Relate to Research Quality | Springer Nature Link - selected original public page, 0 USDC; not a cache hit.

Fetch

Read extracted public text from https://link.springer.com/chapter/10.1007/978-3-031-69580-3_6?code=3916ece3-b34a-4a56-bf41-c8d07983955b&error=cookies_not_supported - S4; quote matching establishes source grounding, not fact verification.

Sufficiency

Sub-claim "What evaluation methods distinguish a relevant citation from…": 0% covered

Sufficiency

Sub-claim "How is citation relevance defined and measured in the contex…": 10% covered by S4

Sufficiency

Sub-claim "How is citation support (whether a citation actually support…": 30% covered by S2

Sufficiency

Sub-claim "What are the key differences between evaluating citation rel…": 0% covered

Sufficiency

Sub-claim "What metrics or benchmarks are commonly used to evaluate cit…": 0% covered

Sufficiency

Sub-claim "What metrics or benchmarks are commonly used to evaluate cit…": 0% covered

Sufficiency

Sub-claim "What are the limitations of existing evaluation methods for …": 0% covered

Sufficiency

The gathered sources provide limited direct information about evaluation methods for citation relevance and support in retrieval-augmented answers. S2 offers general advice about verifying that a source supports a statement, but does not define metrics or benchmarks. S4 discusses citation relevance in bibliometrics but not in the context of retrieval-augmented answers. S1 is only an abstract with no detailed content. S3 is inaccessible. Therefore, coverage is low for all sub-claims. The assessment does not establish a complete supported answer for every requested part.

Fetch

READ Limitations of citation-based research evaluation - selected original public page, 0 USDC; not a cache hit.

Fetch

Read extracted public text from https://www.linkedin.com/top-content/corporate-social-responsibility/research-integrity-in-academia/limitations-of-citation-based-research-evaluation - S5; quote matching establishes source grounding, not fact verification.

Sufficiency

Sub-claim "What evaluation methods distinguish a relevant citation from…": 0% covered

Sufficiency

Sub-claim "How is citation relevance defined and measured in the contex…": 10% covered by S4

Sufficiency

Sub-claim "How is citation support (whether a citation actually support…": 10% covered by S2

Sufficiency

Sub-claim "What are the key differences between evaluating citation rel…": 0% covered

Sufficiency

Sub-claim "What metrics or benchmarks are commonly used to evaluate cit…": 0% covered

Sufficiency

Sub-claim "What metrics or benchmarks are commonly used to evaluate cit…": 0% covered

Sufficiency

Sub-claim "What are the limitations of existing evaluation methods for …": 10% covered by S5

Sufficiency

The gathered sources provide general advice about citation accuracy and relevance, but none define or measure citation relevance or citation support in retrieval-augmented answers. S1 is only an abstract. S2 discusses verifying that a source supports a statement, but does not define evaluation methods or metrics. S4 discusses citation relevance as a factor in reference selection, but not in retrieval-augmented answers. S5 discusses limitations of citation-based research evaluation, not citation support. S3 is a browser check page. No source provides benchmarks, metrics, or definitions for citation relevance or support in retrieval-augmented answers. The assessment does not establish a complete supported answer for every requested part.

Fetch

READ Citation Data and Analysis: Limitations and Shortcomings - selected original public page, 0 USDC; not a cache hit.

Fetch

Public page unavailable (transport-unavailable); no evidence admitted. Continuing research.

Re-evaluate

Sub-claim "What evaluation methods distinguish a relevant citation from…": 0% covered — No gathered source describes evaluation methods for distinguishing citation relevance from citation support in retrieval-augmented answers. S1 is only an abstract listing topics; S2 discusses general citation accuracy but not evaluation methods; S3 is a browser check; S4 and S5 concern bibliometric citation impact, not retrieval-augmented answer evaluation.

Re-evaluate

Sub-claim "How is citation relevance defined and measured in the contex…": 0% covered — No source defines or measures citation relevance for retrieval-augmented answers. S4 mentions relevance as a factor in reference selection in scientific papers, but not in RAG answers or with measurement methods.

Re-evaluate

Sub-claim "How is citation support (whether a citation actually support…": 20% covered by S2 — S2 states that a cited source must actually support the statement and suggests verifying that the source contains the evidence used in the sentence, but provides no formal definition or measurement method.

Re-evaluate

Sub-claim "What are the key differences between evaluating citation rel…": 0% covered — No source contrasts evaluation of citation relevance versus citation support.

Re-evaluate

Sub-claim "What metrics or benchmarks are commonly used to evaluate cit…": 0% covered — No source names any metric or benchmark for citation relevance in RAG answers. S1 mentions benchmarks generally but gives no details.

Re-evaluate

Sub-claim "What metrics or benchmarks are commonly used to evaluate cit…": 0% covered — No source names any metric or benchmark for citation support in RAG answers.

Re-evaluate

Sub-claim "What are the limitations of existing evaluation methods for …": 0% covered — No source discusses limitations of evaluation methods for citation relevance or support in RAG answers. S4 and S5 discuss limitations of citation-based research evaluation, not RAG citation evaluation.

Re-evaluate

Coverage is very low across all sub-claims. The skipped sources include two web pages with titles suggesting relevance to citation evaluation: 'Research evaluation: Citation versus expert opinions' and 'Evaluating Sources - Organizing Your Social Sciences Research Paper'. Both are free and may provide definitions, methods, or limitations related to citation relevance and support, though they may not be specific to retrieval-augmented answers. Given the remaining budget of 0.025, only free sources are affordable, so these two are recommended in priority order.

Re-evaluate

Public gap read unavailable (html-extraction-unavailable); claim remains unknown.

Re-evaluate

READ original public page https://libguides.usc.edu/writingguide/evaluatesources, 0 USDC - S6

Sufficiency

Final check — "What evaluation methods distinguish a relevant citation from…": 10% assessed by S2

Sufficiency

Final check — "How is citation relevance defined and measured in the contex…": 10% assessed by S4

Sufficiency

Final check — "How is citation support (whether a citation actually support…": 20% assessed by S2

Sufficiency

Final check — "What are the key differences between evaluating citation rel…": 0% assessed

Sufficiency

Final check — "What metrics or benchmarks are commonly used to evaluate cit…": 0% assessed

Sufficiency

Final check — "What metrics or benchmarks are commonly used to evaluate cit…": 0% assessed

Sufficiency

Final check — "What are the limitations of existing evaluation methods for …": 10% assessed by S5

Sufficiency

Final coverage assessment — The gathered sources are mostly general citation guidance and bibliometric discussions, not specific evaluation methods for retrieval-augmented answers. S2 provides some relevant statements about verifying that a source actually supports a sentence, but no formal evaluation methodology. S4 and S5 discuss citation relevance and limitations in bibliometrics, not in retrieval-augmented contexts. S6 mentions relevance as a criterion but not measurement. No source covers benchmarks or metrics for citation relevance/support in retrieval-augmented answers. The assessment does not establish a complete supported answer for every requested part.

Synthesize

Synthesizing a grounded answer from 6 source(s)…

Evidence

Relevance review returned; only checked excerpts can retain support, and review cannot raise it.

Evidence

Delivering 4 summary sentence(s), each tied to one checked verbatim excerpt; complete synthesis remains unverified.

Evidence

Source-matched public excerpt (no creator reward) — S2, research target 1, proposed support 80% (estimate, not entailment): “The most effective strategy for avoiding such an error is to verify that the source actually contains evidence used in the sentence.”

Evidence

Source-matched public excerpt (no creator reward) — S6, research target 2, proposed support 80% (estimate, not entailment): “Relevance -- the importance of the information in relation to your research needs.”

Evidence

Source-matched public excerpt (no creator reward) — S2, research target 3, proposed support 90% (estimate, not entailment): “The cited source must actually support the statement being made.”

Evidence

Source-matched public excerpt (no creator reward) — S2, research target 4, proposed support 70% (estimate, not entailment): “A citation does not automatically make a statement reliable.”

Evidence

Source-matched public excerpt (no creator reward) — S1, research target 5, proposed support 40% (estimate, not entailment): “Evaluation metrics, how to build eval datasets, eval methodology, and a review of several benchmarks.”

Evidence

Source-matched public excerpt (no creator reward) — S2, research target 6, proposed support 70% (estimate, not entailment): “The most effective strategy for avoiding such an error is to verify that the source actually contains evidence used in the sentence.”

Evidence

Source-matched public excerpt (no creator reward) — S2, research target 7, proposed support 60% (estimate, not entailment): “Abstracts are helpful when looking for studies that can be used, but not all abstracts will give sufficient detail on the methodology, limit…”

Synthesize

Prepared a sentence-cited summary from 3 source(s)

Verdict

Confidence: Low — Each summary sentence is tied to a verbatim excerpt and model-checked; completeness and independent factual correctness remain unverified. Evidence assessment: 7 sub-claims remain below the evidence threshold.

Attribute

Eugene Yan contributed 20% - free public reference; reward share withheld

Attribute

thewriterr.com contributed 60% - free public reference; reward share withheld

Attribute

usc.edu contributed 20% - free public reference; reward share withheld

Settle

Keryx operating allocation $0.025000 for unclaimed public citations; sponsored by Keryx, separate from creator rewards.

Settle

Keryx operating fee withheld: reviewed authority, unclaimed-source proof or funding capacity is unavailable. The answer remains available.

Done

Done. Spent $0 across 0 confirmed/simulated payment(s); Keryx operating fees are separate from creator rewards.

Sign in with the original report owner to review its decisions.

Read checkpoints

Verify locally replays supported recorded query-local reserve, release, debit and hold decisions, attribution normalization and exact micro-USDC citation/author allocations. Model proposals and eligibility are asserted inputs. Query capacity is separate from signer exposure; verification does not establish funding, reward authority or settlement.

Economic families or records marked unavailable are not verified. Missing, fractional-micro or unsafe operands are never repaired; an empty family means no captured economic decision, not complete monetary coverage.

Query-local budget records
Recorded decisions can be replayed
Citation allocation records
Recorded decisions can be replayed
Author split records
Not captured

Model proposals and selected plan actions are recorded when available. Model generation is not replayed or expected to reproduce; verification checks only deterministic checkpoints.

Micro-USDC is shown only where the existing exact converter accepts the amount. Other monetary assertions are unavailable; numeric predicate replay preserves the recorded comparison.

Recorded checkpoint policy
ordinary-query-economics-v4
SHA-256 retained by this report
4c0d64d16b5bd36e9bda9a7cffb329180b97fa4a9bb8ef33bb399a5f08a3f14d

Keep this digest separately from the downloaded sidecar. The offline audit command uses it as the expected digest.

Model proposal → selected plan → code checkpoint

BUY0
SKIP103
CACHE0
FREE8
ESCALATE0
UNKNOWN0

Latest terminal checkpoint outcome per recorded candidate; continuing checks and global stops are excluded. These are not settled purchases or quality scores.

Global stop checkpoints: 0 · Candidate rounds with continuing checks only: 0

CandidateRead roundModel proposedSelected planCheckpointCode resultReason / rule
320CACHECACHEselectionCONTINUEselected-plan
1070CACHECACHEselectionCONTINUEselected-plan
1020CACHECACHEselectionCONTINUEselected-plan
1010CACHECACHEselectionCONTINUEselected-plan
990CACHECACHEselectionCONTINUEselected-plan
1000CACHECACHEselectionCONTINUEselected-plan
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1110SKIPSKIPselectionSKIPplan-skip
320CACHECACHEduplicateCONTINUEduplicate
320CACHECACHEpublic-routeCONTINUEpublic-channel
320CACHECACHEpublic-routeFREEpublic-channel
320CACHECACHEduplicateCONTINUEduplicate
320CACHECACHEsufficiencyCONTINUEsufficiency
1070CACHECACHEduplicateCONTINUEduplicate
1070CACHECACHEpublic-routeFREEpublic-channel
1070CACHECACHEsufficiencyCONTINUEsufficiency
1020CACHECACHEduplicateCONTINUEduplicate
1020CACHECACHEpublic-routeFREEpublic-channel
1020CACHECACHEsufficiencyCONTINUEsufficiency
1010CACHECACHEduplicateCONTINUEduplicate
1010CACHECACHEpublic-routeFREEpublic-channel
1010CACHECACHEsufficiencyCONTINUEsufficiency
990CACHECACHEduplicateCONTINUEduplicate
990CACHECACHEpublic-routeFREEpublic-channel
990CACHECACHEsufficiencyCONTINUEsufficiency
1000CACHECACHEduplicateCONTINUEduplicate
1000CACHECACHEpublic-routeFREEpublic-channel
Run context0——expansionCONTINUEexpansion
Run context1——attentionCONTINUEattention
Run context1——recommendationCONTINUEengine-recommendation
Run context1——recommendationCONTINUEengine-recommendation
1031BUYSKIPduplicateCONTINUEduplicate
1031BUYSKIPdiscussionCONTINUEdiscussion
1031BUYSKIPattentionCONTINUEattention
1031BUYSKIPpublic-routeFREEpublic-channel
1041BUYSKIPduplicateCONTINUEduplicate
1041BUYSKIPdiscussionCONTINUEdiscussion
1041BUYSKIPattentionCONTINUEattention
1041BUYSKIPpublic-routeFREEpublic-channel

Try a different limit

Compare only recorded budget and attention checks. Later reads, model choices and a whole alternative answer are unknown. These controls never change a live policy or authorize a purchase.

Portable research receipt

Take the evidence trail with you

One deterministic JSON bundle binds the answer, visible decisions, exact article versions, claim evidence and a Circle-settlement snapshot under SHA-256. Retain the digest to detect later changes; the self-check is not a publisher or Keryx signature.

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Manage question privacy

Recorded purchase outcomes

Recorded purchase outcomes are unavailable for this retained snapshot. No score or zero-cost success is inferred; the original report and receipt remain available.

Ask a follow-upNew dispatch · creators paid again

Carries this dispatch’s question as context — never its answer. The next dispatch is read from sources bought for it.

From the archive

Related dispatches

Dispatch
Using https://aclanthology.org/2023.emnlp-main.398/, make a table of the evaluation dimensions reported for generated answers with citations. Mark whether full paper text was read. Cite only material actually retrieved; keep unread sources and unsupported points explicit. Do not force a purchase or a reward.
1 source cited$0.0000 recorded creator rewards
Dispatch
From https://github.com/tang-vu/keryx/releases/tag/v0.27.68, identify one change relevant to a research buyer and make a bounded smoke-test ticket; distinguish a published release from proof that a local installed client has upgraded. Cite only material actually retrieved; keep unread sources and unsupported points explicit. Do not force a purchase or a reward.
2 sources cited$0.0000 recorded creator rewards
Dispatch
From https://github.com/tang-vu/keryx/blob/main/docs/engineering/2026-09-08-citation-rewards.md, make a checklist for an editor deciding whether a citation has retained evidence; distinguish a source marker from an eligible supported use. Cite only material actually retrieved; keep unread sources and unsupported points explicit. Do not force a purchase or a reward.
1 source cited$0.0000 recorded creator rewards
Dispatch
Using https://aclanthology.org/2023.emnlp-main.398/, distinguish citation quality from answer correctness for a limitations section about a research agent. Cite only material actually retrieved; keep unread sources and unsupported points explicit. Do not force a purchase or a reward.
3 sources cited$0.0000 recorded creator rewards
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