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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.

Lowconfidence— Each summary sentence is tied to a verbatim excerpt and model-checked; completeness and independent factual correctness remain unverified. Evidence assessment: 1 sub-claim remains below the evidence threshold

· llm:deepseek:deepseek-v4-pro

§ IIThe reading1 cited
Lowsource grounding— Each summary sentence is tied to a verbatim excerpt and model-checked; completeness and independent factual correctness remain unverified. Evidence assessment: 1 sub-claim remains below the evidence thresholddeep researchpreview plan 2/2 claimsportfolio 2/4 · evidence 50%

> ⚠ Low confidence — Each summary sentence is tied to a verbatim excerpt and model-checked; completeness and independent factual correctness remain unverified. Evidence assessment: 1 sub-claim remains 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 dimensions are reported in the paper for generated answers with citations?”

The paper reports three evaluation dimensions for generated answers with citations: fluency, correctness, and citation quality. Source text: “We develop automatic metrics along three dimensions—fluency, correctness, and citation quality—and demonstrate their strong correlation with human judgements.”

Research target 2

Requested topic (unverified): “Was the full paper text read?”

Evidence gap: no qualifying excerpt for this research 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.

  • “aclanthology.org”: the extracted text was truncated. Read the missing section of the same version before making whole-document conclusions; retain this snapshot for comparison.

Supplied original source status

  • https://aclanthology.org/2023.emnlp-main.398/: Bounded text extracted from https://aclanthology.org/2023.emnlp-main.398/; qualifying excerpts retained.

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 dimensions are reported in the paper for generated answers with citations?”

    100% estimated
    “We develop automatic metrics along three dimensions—fluency, correctness, and citation quality—and demonstrate their strong correlation with human judgements.” [S2] Enabling Large Language Models to Generate Text with Citations

  2. Requested topic (unverified): “Was the full paper text read?”

    0% estimated

    No qualifying excerpt recorded

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 target already had no inspectable excerpts.

  1. What evaluation dimensions are reported in the paper for generated answers with citations?

    1 recorded excerpt remain.

    Inspect remaining excerpts

    “We develop automatic metrics along three dimensions—fluency, correctness, and citation quality—and demonstrate their strong correlation with human judgements.”

    S2 · aclanthology.org · Enabling Large Language Models to Generate Text with Citations · version c3a8cb4d758e0423a3eb34ad5ac1f3e8e0d0095e97b5dcc6e6dbd213d961bfe9

  2. Was the full paper text read?

    No inspectable excerpts in the original report.

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[S2] Enabling Large Language Models to Generate Text with CitationsPublication: aclanthology.orgPublished: Not recorded
What evaluation dimensions are reported in the paper for generated answers with citations?Recorded excerpt
Inspect 1 excerpt
We develop automatic metrics along three dimensions—fluency, correctness, and citation quality—and demonstrate their strong correlation with human judgements.
Was the full paper text read?No inspectable excerpt recordedNo excerpt recorded

Reference export

1 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

Helpful?

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llm:deepseek:deepseek-v4-prolive on Arc mainnet
Decision log · 117 steps
§ IThe decision$0.025 settled / $0.05
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Decompose

Breaking down: "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."

Decompose

Identified 2 research target(s) to investigate; these are not established facts

Decompose

Deep mode: up to 4 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

Supplied source URL https://aclanthology.org/2023.emnlp-main.398/ admitted as an unread discovery lead. No official authorship or evidence established; a supplied fragment requests a section but only a bounded whole-document read is supported.

Discover

Web search: 3/3 planned queries attempted, 3 succeeded, 24 public page previews/leads, 0 unavailable queries. Previews and supplied URLs are discovery only. Public reads spend no USDC; model and service operating costs remain separate.

Discover

Discovered 2 verified creator source(s) and 83 free public reference(s)

Pre-check

Claim-aware portfolio (exhaustive; bounded selection, not a claim of global optimality) selected 2/4 positive proposal(s): 2 free/cache selections + 0 paid fresh selections, predicting 2/2 claim(s) above the evidence floor with $0.000000/$0.025000 fetch USDC reserved.

Pre-check

Free-preview pre-check maps an actionable source to every sub-claim (2/2); paid reading may proceed within the budget.

DecideCACHE
[PDF] Enabling Large Language Models to Generate Text with Citations$0 · EV 95%

Direct PDF of the ACL paper; preview already shows evaluation dimensions (fluency, correctness, citation quality), and full text is needed to confirm all dimensions and whether full paper was read. - 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, 2; 0 fetch USDC, 1 attention slot).

DecideCACHE
https://aclanthology.org/2023.emnlp-main.398/$0 · EV 90%

User-supplied original URL for the ACL paper; reading the bounded whole document is necessary to extract evaluation dimensions and determine if full text was read. - 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, 2; 0 fetch USDC, 1 attention slot).

DecideSKIP
arXiv - arXiv now hosts over 3 million articles$0 · EV 0%

General arXiv news about platform milestones, unrelated to the ACL paper's evaluation dimensions or whether full text was read. - free public feed reference; no purchase or creator reward.

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arXiv - arXiv receives Multiyear Philanthropic Commitments to Support Its Launch as an Independent Nonprofit$0 · EV 0%

arXiv philanthropic funding announcement, unrelated to the ACL paper's evaluation dimensions or whether full text was read. - free public feed reference; no purchase or creator reward.

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arXiv - Fair Moderation, Equitable Access, and AI: arXiv’s Updated Rate Limit Policy$0 · EV 0%

arXiv rate limit policy article, unrelated to the ACL paper's evaluation dimensions or whether full text was read. - free public feed reference; no purchase or creator reward.

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Bank for International Settlements - Are stablecoins and bank deposits substitutes?$0 · EV 0%

BIS working paper on stablecoins and bank deposits, unrelated to the ACL paper's evaluation dimensions or whether full text was read. - free public feed reference; no purchase or creator reward.

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Bank for International Settlements - Chasing El Dorado: gold under shifting geopolitical and financial conditions$0 · EV 0%

BIS working paper on gold and geopolitical risks, unrelated to the ACL paper's evaluation dimensions or whether full text was read. - free public feed reference; no purchase or creator reward.

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Chip Huyen - Multimodality and Large Multimodal Models (LMMs)$0 · EV 0%

Chip Huyen article on multimodal models, unrelated to the ACL paper's evaluation dimensions or whether full text was read. - free public feed reference; no purchase or creator reward.

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Chip Huyen - Common pitfalls when building generative AI applications$0 · EV 0%

Chip Huyen article on generative AI pitfalls, unrelated to the ACL paper's evaluation dimensions or whether full text was read. - free public feed reference; no purchase or creator reward.

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Cloudflare Workers - Using AI to chart a course for our post-quantum migration$0 · EV 0%

Cloudflare post-quantum migration article, unrelated to the ACL paper's evaluation dimensions or whether full text was read. - free public feed reference; no purchase or creator reward.

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Cloudflare Workers - How we rebuilt Cloudflare Workers’ module registry for Node.js compatibility$0 · EV 0%

Cloudflare Workers module registry article, unrelated to the ACL paper's evaluation dimensions or whether full text was read. - free public feed reference; no purchase or creator reward.

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Cloudflare Workers - Support for modern cryptographic algorithms in Workers$0 · EV 0%

Cloudflare Workers cryptographic algorithms article, unrelated to the ACL paper's evaluation dimensions or whether full text was read. - free public feed reference; no purchase or creator reward.

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Creative Commons - Openness & Digital Sovereignty: Who Sustains the Commons?$0 · EV 0%

Creative Commons digital sovereignty article, unrelated to the ACL paper's evaluation dimensions or whether full text was read. - free public feed reference; no purchase or creator reward.

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Creative Commons - Open Heritage in the Age of Artificial Intelligence$0 · EV 0%

Creative Commons open heritage and AI article, unrelated to the ACL paper's evaluation dimensions or whether full text was read. - free public feed reference; no purchase or creator reward.

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Creative Commons - From Reflection to Action: 8 Hot Takes from CC’s Open Heritage Roundtable$0 · EV 0%

Creative Commons open heritage roundtable article, unrelated to the ACL paper's evaluation dimensions or whether full text was read. - free public feed reference; no purchase or creator reward.

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Google DeepMind - Introducing SynthID Bio$0 · EV 0%

DeepMind SynthID Bio announcement, unrelated to the ACL paper's evaluation dimensions or whether full text was read. - free public feed reference; no purchase or creator reward.

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Directory of Open Access Journals - Using our new pre-assessment checklist: An invitation to Mexican and Indonesian journals$0 · EV 0%

DOAJ pre-assessment checklist article, unrelated to the ACL paper's evaluation dimensions or whether full text was read. - free public feed reference; no purchase or creator reward.

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Directory of Open Access Journals - Paradise Lost, Knowledge Regained: Jan Erik Frantsvåg on reclaiming open access (Part 1)$0 · EV 0%

DOAJ interview on open access, unrelated to the ACL paper's evaluation dimensions or whether full text was read. - free public feed reference; no purchase or creator reward.

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Docker - Docker Hub security advisory: personal access tokens transferred during account-to-organization conversions$0 · EV 0%

Docker Hub security advisory, unrelated to the ACL paper's evaluation dimensions or whether full text was read. - 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%

Docker article on reproducible AI evaluation workflows, unrelated to the ACL paper's evaluation dimensions or whether full text was read. - free public feed reference; no purchase or creator reward.

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DuckDB - Importing Data using Java Table Functions$0 · EV 0%

DuckDB article on Java table functions, unrelated to the ACL paper's evaluation dimensions or whether full text was read. - free public feed reference; no purchase or creator reward.

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DuckDB - Agent Mode in the DuckDB CLI$0 · EV 0%

DuckDB article about agent mode in CLI; unrelated to ACL paper evaluation dimensions or full-text read status. - free public feed reference; no purchase or creator reward.

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Eugene Yan - Using LLMs to Secure Source Code$0 · EV 0%

Article on securing source code; unrelated to the ACL paper's evaluation dimensions. - free public feed reference; no purchase or creator reward.

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

General long-context QA evaluation post; does not address the specific ACL paper's reported dimensions. - free public feed reference; no purchase or creator reward.

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Eugene Yan - Patterns for Building Cybersecurity Evals$0 · EV 0%

Cybersecurity evals patterns; unrelated to generated answers with citations evaluation. - free public feed reference; no purchase or creator reward.

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The Go Blog - Platform-independent SIMD in Go$0 · EV 0%

Go SIMD blog post; no relevance to ACL paper evaluation dimensions. - free public feed reference; no purchase or creator reward.

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Google Research - Unlocking Earth AI’s planetary geospatial foundation models for global public health$0 · EV 0%

Geospatial foundation models for public health; unrelated to citation evaluation dimensions. - free public feed reference; no purchase or creator reward.

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Lilian Weng - Diffusion Models for Video Generation$0 · EV 0%

Diffusion models for video generation; unrelated to the requested ACL paper. - free public feed reference; no purchase or creator reward.

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Lilian Weng - Thinking about High-Quality Human Data$0 · EV 0%

High-quality human data post; no connection to evaluation dimensions for generated answers with citations. - free public feed reference; no purchase or creator reward.

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Microsoft Research - Simulating student learning for better AI tutoring$0 · EV 0%

AI tutoring simulation; unrelated to the ACL paper's evaluation dimensions. - free public feed reference; no purchase or creator reward.

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Microsoft Research - Forecasting space weather risks on power grids$0 · EV 0%

Space weather forecasting; no relevance to citation evaluation dimensions. - free public feed reference; no purchase or creator reward.

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Netlify - The full power of Git, without the friction: A conversation with Netlify CTO Dana Lawson$0 · EV 0%

Netlify CTO conversation; unrelated to the ACL paper. - free public feed reference; no purchase or creator reward.

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Netlify - 5x faster Edge Functions: v8 isolates to Unikraft MicroVMs$0 · EV 0%

Edge Functions MicroVMs; no connection to evaluation dimensions for generated answers with citations. - free public feed reference; no purchase or creator reward.

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Ollama - Ollama now supports Jev-style decision models$0 · EV 0%

Ollama decision models; unrelated to the ACL paper. - free public feed reference; no purchase or creator reward.

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OpenAI Developers - OpenAI Developers plugin$0 · EV 0%

OpenAI plugin guide; no relevance to the requested paper. - free public feed reference; no purchase or creator reward.

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OpenAlex - Should OpenAlex publish a novelty score? A vibe check$0 · EV 0%

OpenAlex novelty score discussion; unrelated to evaluation dimensions in the ACL paper. - free public feed reference; no purchase or creator reward.

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OpenAlex - Same topics, better assignments: a new topic classifier for OpenAlex$0 · EV 0%

OpenAlex topic classifier; no connection to the requested paper. - 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%

PostgreSQL BM25 extension; unrelated to citation evaluation dimensions. - free public feed reference; no purchase or creator reward.

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PostgreSQL - pg_vault_tde v1.7.2 : Critical crash fixes, new on-disk format, and stability improvements$0 · EV 0%

PostgreSQL TDE patch release; no relevance to the ACL paper. - free public feed reference; no purchase or creator reward.

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

PyTorch TBE kernels; unrelated to evaluation dimensions for generated answers with citations. - free public feed reference; no purchase or creator reward.

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

PyTorch Spyre device integration; no connection to the requested paper. - free public feed reference; no purchase or creator reward.

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PyTorch - Evolution of the PyTorch Media Processing Landscape$0 · EV 0%

PyTorch media processing landscape; unrelated to citation evaluation dimensions. - free public feed reference; no purchase or creator reward.

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

Rust GitHub Actions secrets post; no relevance to the ACL paper. - free public feed reference; no purchase or creator reward.

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Rust Blog - Rust debugging survey 2026 results$0 · EV 0%

Rust debugging survey is unrelated to evaluation dimensions in the ACL paper. - free public feed reference; no purchase or creator reward.

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

Text classification guide is unrelated to the ACL paper's citation evaluation dimensions. - free public feed reference; no purchase or creator reward.

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Sebastian Raschka - OpenAI Astra and Looped Transformers$0 · EV 0%

OpenAI Astra and Looped Transformers is unrelated to the ACL paper. - free public feed reference; no purchase or creator reward.

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Spotify Engineering - Why Spotify Is Not Using Bayesian A/B Testing$0 · EV 0%

Bayesian A/B testing article is unrelated to the ACL paper. - free public feed reference; no purchase or creator reward.

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

Spotify Technology announcement is unrelated to the ACL paper. - free public feed reference; no purchase or creator reward.

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

Token billing article is unrelated to the ACL paper. - free public feed reference; no purchase or creator reward.

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Stripe Blog - SaaS platforms are surging despite the SaaSpocalypse$0 · EV 0%

SaaS platforms article is unrelated to the ACL paper. - free public feed reference; no purchase or creator reward.

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

Supabase .NET SDK guide is unrelated to the ACL paper. - free public feed reference; no purchase or creator reward.

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

Sovereign AI infrastructure article is unrelated to the ACL paper. - free public feed reference; no purchase or creator reward.

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

Write for people essay is unrelated to the ACL paper. - free public feed reference; no purchase or creator reward.

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vLLM - How we trained the fastest DSpark for Kimi-K3 using GB300 NVL72$0 · EV 0%

vLLM DSpark training article is unrelated to the ACL paper. - free public feed reference; no purchase or creator reward.

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

vLLM KV transfer article is unrelated to the ACL paper. - free public feed reference; no purchase or creator reward.

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vLLM - Watermarking in vLLM$0 · EV 0%

vLLM watermarking article is unrelated to the ACL paper. - free public feed reference; no purchase or creator reward.

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Wikimedia Diff - Meet MEOW: An Easier Way to Discover Wikimedia Learning Resources$0 · EV 0%

Wikimedia MEOW learning resources article is unrelated to the ACL paper. - free public feed reference; no purchase or creator reward.

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

Wikimedia SICSS Kenya article is unrelated to the ACL paper. - free public feed reference; no purchase or creator reward.

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Wikimedia Diff - Strengthening Language Communities in the Open Movement: Reflections from the Inaugural Language Diversity Conference$0 · EV 0%

Wikimedia Language Diversity Conference article is unrelated to the ACL paper. - free public feed reference; no purchase or creator reward.

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

x402 batch settlement article is unrelated to the ACL paper. - free public feed reference; no purchase or creator reward.

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

x402 open standard article is unrelated to the ACL paper. - free public feed reference; no purchase or creator reward.

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Enabling Large Language Models to Generate Text with Citations - ACL Anthology$0 · EV 85%

ACL Anthology landing page for the same paper; may contain abstract and metadata, but the PDF is more likely to include full evaluation dimensions. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — the claim-aware portfolio chose a stronger, less redundant set inside the 4-source attention and $0.025000 fetch-budget caps, so this proposal stays unspent.

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DEER: A Benchmark for Evaluating Deep Research Agents on Expert Report Generation$0 · EV 0%

DEER benchmark paper is a different work; not the requested ACL paper. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Analyze the full paper, not just the abstract$0 · EV 0%

Consensus marketing page is unrelated to the specific ACL paper. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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A S.C.O.R.E. framework for evaluating open-ended responses from large language models in healthcare$0 · EV 0%

Concerns a different paper (S.C.O.R.E. framework in healthcare), not the ACL Anthology paper about generated answers with citations. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Nobody Actually Reads the Whole Paper$0 · EV 0%

General blog about reading habits, unrelated to evaluation dimensions in the target paper. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Call for Main Conference Papers - EMNLP 2023$0 · EV 0%

EMNLP 2023 call for papers, not the specific paper; does not report evaluation dimensions for generated answers with citations. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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A framework for human evaluation of large language models in healthcare derived from literature review$0 · EV 0%

Healthcare LLM evaluation framework, different subject from the ACL paper. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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How many people read the full text of research papers? (4) ...$0 · EV 0%

Discussion about reading full texts, not about the paper's evaluation dimensions. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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EMNLP 2026 Paper Integrity Policy - EMNLP 2026$0 · EV 0%

EMNLP 2026 integrity policy, unrelated to the 2023 paper. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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How to Evaluate Generative AI Output Effectively | Clarivate$0 · EV 0%

General generative AI evaluation blog, not the specific paper. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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[D] When you say you've "read" a paper, what exactly do ...$0 · EV 0%

Reddit discussion about reading papers, not evaluation dimensions. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Generation-Time vs. Post-hoc Citation: A Holistic Evaluation of LLM Attribution$0 · EV 70%

arXiv paper on LLM attribution with citation metrics; likely discusses evaluation dimensions for generated answers with citations, relevant to target 0. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — the claim-aware portfolio chose a stronger, less redundant set inside the 4-source attention and $0.025000 fetch-budget caps, so this proposal stays unspent.

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Evaluation metrics | Microsoft Learn$0 · EV 0%

Microsoft general evaluation metrics page, not the specific paper. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Chatgpt admits it did not read full 320-page manuscript$0 · EV 0%

Facebook post about ChatGPT not reading manuscripts, unrelated. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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A critical evaluation of generative query expansion on ... - PMC$0 · EV 0%

Biomedical query expansion evaluation, different subject. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Impact evaluation$0 · EV 0%

General impact evaluation methodology, not the paper. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Does AI Read Your Whole PDF? Not Always | MemX$0 · EV 0%

Blog about AI reading PDFs, unrelated to evaluation dimensions. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Dimensions of Thought: A Smarter Way to Evaluate AI - AIBussin$0 · EV 0%

AI evaluation framework for hypotheses, not the target paper. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Did an AI or a human write that paper? New detector decides by examining its ideas$0 · EV 0%

Science news about AI writing detection, unrelated. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Evaluation Metrics for GenAI Solutions$0 · EV 0%

General GenAI evaluation metrics article, not the specific paper. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Do you read the original document after asking AI to ...$0 · EV 0%

Facebook discussion about reading originals, unrelated. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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LLM Evaluation Metrics: The Ultimate LLM Evaluation Guide - Confident AI$0 · EV 0%

General LLM evaluation metrics guide, not the specific paper. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Keryx owner release notes — first-party validation — Keryx v0.27.63$0.005 · EV 0%

Keryx release notes, unrelated to the ACL paper's evaluation dimensions.

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Keryx Engineering (first-party) — Recovering a Keryx paid research job$0.002 · EV 0%

Keryx engineering documentation, unrelated to the target paper.

Fetch

READ [PDF] Enabling Large Language Models to Generate Text with Citations - selected original public page, 0 USDC; not a cache hit.

Fetch

Read extracted public text from https://aclanthology.org/2023.emnlp-main.398.pdf - S1; quote matching establishes source grounding, not fact verification.

Fetch

READ https://aclanthology.org/2023.emnlp-main.398/ - selected original public page, 0 USDC; not a cache hit.

Fetch

Read extracted public text from https://aclanthology.org/2023.emnlp-main.398/ - S2; quote matching establishes source grounding, not fact verification.

Re-evaluate

Sub-claim "What evaluation dimensions are reported in the paper for gen…": 90% covered by S1, S2 — S2 abstract explicitly states: 'We develop automatic metrics along three dimensions—fluency, correctness, and citation quality—and demonstrate their strong correlation with human judgements.' S1 section 6 Human Evaluation reports three dimensions: utility, citation recall, and citation precision. These cover the requested evaluation dimensions for generated answers with citations. The small gap is that S1's human evaluation passage is truncated mid-sentence for citation precision, but the dimension name is present and the automatic metrics are fully stated in S2.

Re-evaluate

Sub-claim "Was the full paper text read?": 30% covered by S1 — S1 is a PDF extraction with 'truncated': true and 'excerpted': true; it scanned 60,000 characters out of an unknown total, with contextOmissions indicating omitted surrounding blocks. S2 is the abstract page only (1,293 characters). Therefore, the full paper text was not read; only excerpts and the abstract were read. The coverage is low because the question asks whether full text was read, and the evidence indicates it was not.

Re-evaluate

The first claim is well covered by the abstract and the human evaluation excerpt. The second claim is answered by the metadata (truncated/excerpted flags), so no additional purchase is needed. Remaining budget is $0.025, but no affordable skipped source directly provides the full paper text; the ACL Anthology page is already retrieved as S2 and the PDF as S1. Buying more would not improve coverage.

Sufficiency

Final check — "What evaluation dimensions are reported in the paper for gen…": 100% assessed by S2, S1

Sufficiency

Final check — "Was the full paper text read?": 100% assessed by S1, S2

Sufficiency

Final coverage assessment — S2's abstract explicitly lists three evaluation dimensions: fluency, correctness, and citation quality. S1's human evaluation section describes three dimensions: utility, citation recall, and citation precision, which map to the automatic metrics. Full paper text was not read; S1 is a truncated PDF excerpt and S2 is only the abstract page.

Synthesize

Synthesizing a grounded answer from 2 source(s)…

Evidence

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

Evidence

Delivering 1 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 100% (estimate, not entailment): “We develop automatic metrics along three dimensions—fluency, correctness, and citation quality—and demonstrate their strong correlation with…”

Evidence

Below support/reward gate — S1, research target 1, proposed support 20% (estimate, not entailment): “We acquire summaries and snippets by prompting ChatGPT with instructions (prompts in Table 25 and 26).”

Evidence

Below support/reward gate — S1, research target 2, proposed support 20% (estimate, not entailment): “[2] Decolonization: … It was o ff icially adop- ted by Congress on July 4, 1776 … … Figure 1: The task setup of ALCE.”

Evidence

Rejected 0 invalid evidence span(s) and 1 unsupported citation marker(s); rejected markers cannot receive citation rewards.

Synthesize

Prepared a sentence-cited summary from 1 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: 1 sub-claim remains below the evidence threshold.

Attribute

aclanthology.org contributed 100% - free public reference; reward share withheld

Settle

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

Settle

Settled $0.025000 Keryx operating fee for unclaimed public citations.

Done

Done. Spent $0.025 across 1 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
983a78714c2f4722b90f4157832e224d8b75cdf2b415cfc7598cab22ab47d8ce

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
SKIP83
CACHE0
FREE2
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: 1 · Candidate rounds with continuing checks only: 0

CandidateRead roundModel proposedSelected planCheckpointCode resultReason / rule
640CACHECACHEselectionCONTINUEselected-plan
600CACHECACHEselectionCONTINUEselected-plan
10SKIPSKIPselectionSKIPplan-skip
20SKIPSKIPselectionSKIPplan-skip
30SKIPSKIPselectionSKIPplan-skip
40SKIPSKIPselectionSKIPplan-skip
50SKIPSKIPselectionSKIPplan-skip
60SKIPSKIPselectionSKIPplan-skip
70SKIPSKIPselectionSKIPplan-skip
80SKIPSKIPselectionSKIPplan-skip
90SKIPSKIPselectionSKIPplan-skip
100SKIPSKIPselectionSKIPplan-skip
110SKIPSKIPselectionSKIPplan-skip
120SKIPSKIPselectionSKIPplan-skip
130SKIPSKIPselectionSKIPplan-skip
140SKIPSKIPselectionSKIPplan-skip
150SKIPSKIPselectionSKIPplan-skip
160SKIPSKIPselectionSKIPplan-skip
170SKIPSKIPselectionSKIPplan-skip
180SKIPSKIPselectionSKIPplan-skip
190SKIPSKIPselectionSKIPplan-skip
200SKIPSKIPselectionSKIPplan-skip
210SKIPSKIPselectionSKIPplan-skip
220SKIPSKIPselectionSKIPplan-skip
230SKIPSKIPselectionSKIPplan-skip
240SKIPSKIPselectionSKIPplan-skip
250SKIPSKIPselectionSKIPplan-skip
260SKIPSKIPselectionSKIPplan-skip
270SKIPSKIPselectionSKIPplan-skip
280SKIPSKIPselectionSKIPplan-skip
290SKIPSKIPselectionSKIPplan-skip
300SKIPSKIPselectionSKIPplan-skip
310SKIPSKIPselectionSKIPplan-skip
320SKIPSKIPselectionSKIPplan-skip
330SKIPSKIPselectionSKIPplan-skip
340SKIPSKIPselectionSKIPplan-skip
350SKIPSKIPselectionSKIPplan-skip
360SKIPSKIPselectionSKIPplan-skip
370SKIPSKIPselectionSKIPplan-skip
380SKIPSKIPselectionSKIPplan-skip
390SKIPSKIPselectionSKIPplan-skip
400SKIPSKIPselectionSKIPplan-skip
410SKIPSKIPselectionSKIPplan-skip
420SKIPSKIPselectionSKIPplan-skip
430SKIPSKIPselectionSKIPplan-skip
440SKIPSKIPselectionSKIPplan-skip
450SKIPSKIPselectionSKIPplan-skip
460SKIPSKIPselectionSKIPplan-skip
470SKIPSKIPselectionSKIPplan-skip
480SKIPSKIPselectionSKIPplan-skip
490SKIPSKIPselectionSKIPplan-skip
500SKIPSKIPselectionSKIPplan-skip
510SKIPSKIPselectionSKIPplan-skip
520SKIPSKIPselectionSKIPplan-skip
530SKIPSKIPselectionSKIPplan-skip
540SKIPSKIPselectionSKIPplan-skip
550SKIPSKIPselectionSKIPplan-skip
560SKIPSKIPselectionSKIPplan-skip
570SKIPSKIPselectionSKIPplan-skip
580SKIPSKIPselectionSKIPplan-skip
590SKIPSKIPselectionSKIPplan-skip
610CACHESKIPselectionSKIPplan-skip
620SKIPSKIPselectionSKIPplan-skip
630SKIPSKIPselectionSKIPplan-skip
650SKIPSKIPselectionSKIPplan-skip
660SKIPSKIPselectionSKIPplan-skip
670SKIPSKIPselectionSKIPplan-skip
680SKIPSKIPselectionSKIPplan-skip
690SKIPSKIPselectionSKIPplan-skip
700SKIPSKIPselectionSKIPplan-skip
710SKIPSKIPselectionSKIPplan-skip
720SKIPSKIPselectionSKIPplan-skip
730CACHESKIPselectionSKIPplan-skip
740SKIPSKIPselectionSKIPplan-skip
750SKIPSKIPselectionSKIPplan-skip
760SKIPSKIPselectionSKIPplan-skip
770SKIPSKIPselectionSKIPplan-skip
780SKIPSKIPselectionSKIPplan-skip
790SKIPSKIPselectionSKIPplan-skip
800SKIPSKIPselectionSKIPplan-skip
810SKIPSKIPselectionSKIPplan-skip
820SKIPSKIPselectionSKIPplan-skip
830SKIPSKIPselectionSKIPplan-skip
840SKIPSKIPselectionSKIPplan-skip
850SKIPSKIPselectionSKIPplan-skip
640CACHECACHEduplicateCONTINUEduplicate
640CACHECACHEpublic-routeFREEpublic-channel
600CACHECACHEduplicateCONTINUEduplicate
600CACHECACHEpublic-routeFREEpublic-channel
Run context0——expansionCONTINUEexpansion
Run context1——attentionCONTINUEattention
Run context1——recommendationCONTINUEengine-recommendation
Run context1——recommendationSTOPengine-recommendation

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.

View JSON ↗Download
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.

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