Je suis bibliothécaire universitaire. Consultez la page originale https://arxiv.org/abs/2005.11401v4. Donnez en français une courte fiche avec le titre, le premier auteur, l'identifiant arXiv versionné et le statut indiqué par cette page. Distinguez les métadonnées et le résumé d'une lecture du texte intégral. Conservez cette version dans la référence pour la réutilisation dans un logiciel bibliographique; n'inventez pas de DOI ou de validation par les pairs. Indiquez ce que la source permet réellement de vérifier. — Keryx Dispatch · Keryx

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Archived dispatch

Je suis bibliothécaire universitaire. Consultez la page originale https://arxiv.org/abs/2005.11401v4. Donnez en français une courte fiche avec le titre, le premier auteur, l'identifiant arXiv versionné et le statut indiqué par cette page. Distinguez les métadonnées et le résumé d'une lecture du texte intégral. Conservez cette version dans la référence pour la réutilisation dans un logiciel bibliographique; n'inventez pas de DOI ou de validation par les pairs. Indiquez ce que la source permet réellement de vérifier.

Lowconfidence— Only source excerpts are delivered; complete synthesis and per-assertion support remain unverified. Evidence assessment: no citation passed the evidence gate

10/7/2026, 11:14:42 PM · llm:deepseek:deepseek-v4-flash

§ IIThe reading0 cited

Lowconfidence— Only source excerpts are delivered; complete synthesis and per-assertion support remain unverified. Evidence assessment: no citation passed the evidence gatequick researchpreview plan 5/5 claimsportfolio 2/5 · evidence 0%

No supported answer. The read content supplied no qualifying excerpts for the research targets; the draft is withheld as a conclusion.

Research target 1

Requested topic (unverified): “Quel titre est indiqué sur la page https://arxiv.org/abs/2005.11401v4 ?”

Evidence gap: no qualifying excerpt for this research target.

Research target 2

Requested topic (unverified): “Quel premier auteur est indiqué sur la page https://arxiv.org/abs/2005.11401v4 ?”

Evidence gap: no qualifying excerpt for this research target.

Research target 3

Requested topic (unverified): “Quel identifiant arXiv versionné est indiqué sur la page https://arxiv.org/abs/2005.11401v4 ?”

Evidence gap: no qualifying excerpt for this research target.

Research target 4

Requested topic (unverified): “Quel statut (par exemple soumis, accepté, publié, ou statut de validation par les pairs) la page https://arxiv.org/abs/2005.11401v4 indique-t-elle explicitement ?”

Evidence gap: no qualifying excerpt for this research target.

Research target 5

Requested topic (unverified): “Que permettent réellement de vérifier les métadonnées et le résumé affichés sur la page https://arxiv.org/abs/2005.11401v4, par opposition à ce qu'une lecture du texte intégral permettrait de vérifier ?”

Evidence gap: no qualifying excerpt for this research target.

Excerpts establish source grounding, not factual truth, entailment or whole-paper coverage. Support and coverage are estimates, not certification of a complete answer. Source statements may be wrong or conflicting. Draft conclusions are withheld; inspect the original text and obtain further review. 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.

- “2005.11401v4 Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks”: only the abstract page was read. Obtain the exact full-text version before comparing methods, evaluations or limitations absent from the abstract.

Supplied original source status

- https://arxiv.org/abs/2005.11401v4: Bounded text extracted from https://arxiv.org/abs/2005.11401v4; no qualifying evidence retained. Only the abstract page was read; full-paper evidence is unavailable.

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.

Requested topic (unverified): “Quel titre est indiqué sur la page https://arxiv.org/abs/2005.11401v4 ?”
0% estimated
No qualifying excerpt recorded
Requested topic (unverified): “Quel premier auteur est indiqué sur la page https://arxiv.org/abs/2005.11401v4 ?”
0% estimated
No qualifying excerpt recorded
Requested topic (unverified): “Quel identifiant arXiv versionné est indiqué sur la page https://arxiv.org/abs/2005.11401v4 ?”
0% estimated
No qualifying excerpt recorded
Requested topic (unverified): “Quel statut (par exemple soumis, accepté, publié, ou statut de validation par les pairs) la page https://arxiv.org/abs/2005.11401v4 indique-t-elle explicitement ?”
0% estimated
No qualifying excerpt recorded
Requested topic (unverified): “Que permettent réellement de vérifier les métadonnées et le résumé affichés sur la page https://arxiv.org/abs/2005.11401v4, par opposition à ce qu'une lecture du texte intégral permettrait de vérifier ?”
0% estimated
No qualifying excerpt recorded

No inspectable non-demo excerpts are recorded for source inspection.

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
Quel titre est indiqué sur la page https://arxiv.org/abs/2005.11401v4 ?	No inspectable excerpt recorded
Quel premier auteur est indiqué sur la page https://arxiv.org/abs/2005.11401v4 ?	No inspectable excerpt recorded
Quel identifiant arXiv versionné est indiqué sur la page https://arxiv.org/abs/2005.11401v4 ?	No inspectable excerpt recorded
Quel statut (par exemple soumis, accepté, publié, ou statut de validation par les pairs) la page https://arxiv.org/abs/2005.11401v4 indique-t-elle explicitement ?	No inspectable excerpt recorded
Que permettent réellement de vérifier les métadonnées et le résumé affichés sur la page https://arxiv.org/abs/2005.11401v4, par opposition à ce qu'une lecture du texte intégral permettrait de vérifier ?	No inspectable excerpt recorded

Helpful?

Spent$0

To creators—

Decisions0 bought · 2 cached · 41 skipped

llm:deepseek:deepseek-v4-flashlive on Arc mainnet

Decision log · 69 steps

§ IThe decision69 steps

Decompose

Breaking down: "Je suis bibliothécaire universitaire. Consultez la page originale https://arxiv.org/abs/2005.11401v4. Donnez en français une courte fiche avec le titre, le premier auteur, l'identifiant arXiv versionné et le statut indiqué par cette page. Distinguez les métadonnées et le résumé d'une lecture du texte intégral. Conservez cette version dans la référence pour la réutilisation dans un logiciel bibliographique; n'inventez pas de DOI ou de validation par les pairs. Indiquez ce que la source permet réellement de vérifier."

Decompose

Identified 5 research target(s) to investigate; these are not established facts

Decompose

Quick mode: at most 2 paid/cached/public reads, with no marketplace probe or gap-expansion round.

Discover

Supplied source URL https://arxiv.org/abs/2005.11401v4 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

Scholarly discovery: 1 provider requests succeeded, 0 unavailable; 1 bibliographic previews. DOI lookup resolved 0/0 detected identifiers (up to two DOI lookups per run). Explicit versioned arXiv targets use a bounded exact lookup (up to two), rather than keyword search. Metadata is not paper evidence. arXiv is preprint material; peer review is unknown. Selected originals must be read; no creator payout.

Discover

Web search: 2/2 planned queries attempted, 2 succeeded, 12 public page previews/leads, 0 unavailable queries; query text bounded at 500 characters. Previews and supplied URLs are discovery only. Public reads spend no USDC; model and service operating costs remain separate.

Discover

Discovered 0 verified creator source(s) and 43 free public reference(s) — skipped 1 unverified (feed ownership unproven, off the money path)

Pre-check

Claim-aware portfolio (exhaustive; bounded selection, not a claim of global optimality) selected 2/5 positive proposal(s): 2 free/cache selections + 0 paid fresh selections, predicting 5/5 claim(s) above the evidence floor with $0.000000/$0.000000 fetch USDC reserved.

Pre-check

Free-preview pre-check maps an actionable source to every sub-claim (5/5); paid reading may proceed within the budget.

DecideCACHE

arXiv - Fair Moderation, Equitable Access, and AI: arXiv’s Updated Rate Limit Policy$0 · EV 95%

Seul candidat lié à arXiv, l'éditeur de la page demandée https://arxiv.org/abs/2005.11401v4 ; la lecture gratuite de la page arXiv (même s'il s'agit d'un billet de blog arXiv, pas de la page d'abstract) est le point d'entrée le plus direct pour vérifier titre, premier auteur, identifiant versionné et statut, et pour distinguer métadonnées/résumé d'une lecture du texte intégral. Aucun paiement (prix 0). - free public feed reference; no purchase or creator reward. — selected for the claim-aware evidence portfolio (targets claims 1, 2, 3, 4, 5; 0 fetch USDC, 1 attention slot).

DecideCACHE

https://arxiv.org/abs/2005.11401v4$0 · EV 95%

URL originale explicitement demandée : la page arXiv abs/2005.11401v4 est le document de première main qui affiche titre, premier auteur, identifiant versionné et statut (commentaires/validation), et permet de distinguer métadonnées/résumé du texte intégral. Lecture gratuite à sélectionner. - 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, 3, 4, 5; 0 fetch USDC, 1 attention slot).

DecideSKIP

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

Article BIS sur l'or et les risques géopolitiques, sans lien avec la page arXiv 2005.11401v4 ni avec ses métadonnées. - free public feed reference; no purchase or creator reward.

DecideSKIP

Chip Huyen - What I learned from looking at 900 most popular open source AI tools$0 · EV 0%

Billet sur les outils IA open source ; ne concerne pas la fiche bibliographique de l'article arXiv ciblé. - free public feed reference; no purchase or creator reward.

DecideSKIP

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

Publication d'ingénierie Cloudflare sur le registre de modules Workers, sans rapport avec les cibles. - free public feed reference; no purchase or creator reward.

DecideSKIP

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

Contenu sur le patrimoine ouvert et les licences ; aucun rapport avec l'identification de l'article arXiv 2005.11401v4. - free public feed reference; no purchase or creator reward.

DecideSKIP

Google DeepMind - Advancing Private AI Compute with secure, server-side memory$0 · EV 0%

Annonce DeepMind sur la mémoire côté serveur ; sans lien avec la page arXiv ciblée. - free public feed reference; no purchase or creator reward.

DecideSKIP

Directory of Open Access Journals - Putting the OA Journals Toolkit to work in library publishing$0 · EV 0%

Billet DOAJ sur l'édition de revues en accès ouvert ; thème bibliothéconomique mais ne documente pas la page arXiv 2005.11401v4. - free public feed reference; no purchase or creator reward.

DecideSKIP

Docker - Docker and CNCF partner on an open spec for agent permissions$0 · EV 0%

Actualité Docker/CNCF sur les permissions d'agents ; hors sujet. - free public feed reference; no purchase or creator reward.

DecideSKIP

DuckDB - Jev and DuckDB: Plain-English Conditions in SQL$0 · EV 0%

Article DuckDB sur le SQL en langage naturel ; sans rapport avec les cibles. - free public feed reference; no purchase or creator reward.

DecideSKIP

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

Billet sur la sécurisation de code par LLM ; ne concerne pas la fiche de l'article arXiv. - free public feed reference; no purchase or creator reward.

DecideSKIP

The Go Blog - //go:fix inline and the source-level inliner$0 · EV 0%

Article du blog Go sur l'inliner ; hors sujet. - free public feed reference; no purchase or creator reward.

DecideSKIP

Google Research - Toward provably private learning from federated data$0 · EV 0%

Recherche Google sur l'apprentissage fédéré privé ; sans lien avec la page arXiv ciblée. - free public feed reference; no purchase or creator reward.

DecideSKIP

Lilian Weng - LLM Powered Autonomous Agents$0 · EV 0%

Explication sur les agents LLM ; sujet connexe à la recherche mais ne fournit pas les métadonnées de la page arXiv 2005.11401v4. - free public feed reference; no purchase or creator reward.

DecideSKIP

Microsoft Research - One year in: How Microsoft Research Asia – Singapore is advancing research, partnership and talent for real-world impact$0 · EV 0%

Bilan du laboratoire Microsoft Research Asia–Singapour ; hors sujet. - free public feed reference; no purchase or creator reward.

DecideSKIP

Netlify - How we built Git storage for millions of Netlify projects$0 · EV 0%

Article technique Netlify sur le stockage Git ; sans rapport avec les cibles. - free public feed reference; no purchase or creator reward.

DecideSKIP

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

Annonce Ollama sur des modèles de décision ; hors sujet. - free public feed reference; no purchase or creator reward.

DecideSKIP

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

Documentation d'un plugin développeur OpenAI ; ne documente pas la page arXiv ciblée. - free public feed reference; no purchase or creator reward.

DecideSKIP

OpenAlex - Linking the world’s research to the code it runs on$0 · EV 0%

Billet OpenAlex sur le lien recherche-logiciel ; pertinent pour les métadonnées savantes en général, mais ne concerne pas la page arXiv 2005.11401v4 ni ses champs précis. - free public feed reference; no purchase or creator reward.

DecideSKIP

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

Annonce PostgreSQL sur un index BM25 ; hors sujet. - free public feed reference; no purchase or creator reward.

DecideSKIP

PyTorch - Accelerate Your AI Journey with new Introduction Track at PyTorch Conference NA 2026 and PyTorch Associate Training$0 · EV 0%

Annonce de conférence PyTorch ; sans rapport avec les cibles. - free public feed reference; no purchase or creator reward.

DecideSKIP

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

Annonce de version Rust ; hors sujet. - free public feed reference; no purchase or creator reward.

DecideSKIP

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

Billet sur le post-entraînement des LLM ; ne fournit pas les métadonnées de la page arXiv ciblée. - free public feed reference; no purchase or creator reward.

DecideSKIP

Spotify Engineering - Indexing the Data Lake for Online Point Queries$0 · EV 0%

Article d'ingénierie Spotify sur l'indexation du lac de données ; hors sujet. - free public feed reference; no purchase or creator reward.

DecideSKIP

Stripe Blog - OUSD is now the default stablecoin on Stripe$0 · EV 0%

Annonce Stripe sur une stablecoin ; sans rapport avec les cibles. - free public feed reference; no purchase or creator reward.

DecideSKIP

Supabase - Supabase Select 2026 Recap$0 · EV 0%

Récapitulatif produit Supabase ; hors sujet. - free public feed reference; no purchase or creator reward.

DecideSKIP

Tailscale - Your agent, your network: How Meta’s Muse agent works with Tailscale$0 · EV 0%

Article Tailscale sur un agent Meta ; sans lien avec la page arXiv 2005.11401v4. - free public feed reference; no purchase or creator reward.

DecideSKIP

Vicki Boykis - NASA Elements of Engineering Excellence$0 · EV 0%

Article sur l'ingénierie NASA/ML, sans lien avec la page arXiv 2005.11401v4 ni ses métadonnées. - free public feed reference; no purchase or creator reward.

DecideSKIP

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

Billet technique vLLM sur le serving désagrégé, sans rapport avec la fiche bibliographique demandée. - free public feed reference; no purchase or creator reward.

DecideSKIP

Wikimedia Diff - Wikimedia Affiliations Committee Has New Officers and Advisors$0 · EV 0%

Actualité du comité des affiliations Wikimedia, aucun rapport avec arXiv 2005.11401v4. - 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%

Annonce sur les paiements HTTP x402, hors sujet pour les métadonnées arXiv demandées. - free public feed reference; no purchase or creator reward.

DecideSKIP

Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks$0 · EV 60%

PDF arXiv de la même prépublication : utile pour le texte intégral et le premier auteur, mais moins direct que la page abs versionnée pour le statut et l'identifiant v4. - 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 2-source attention and $0.000000 fetch-budget caps, so this proposal stays unspent.

DecideSKIP

[2005.11401] Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks$0 · EV 85%

Page arXiv abs/2005.11401 (sans suffixe v4) : affiche titre, auteurs, commentaires « Accepted at NeurIPS 2020 » et identifiant versionné, très pertinente pour les métadonnées et le statut, bien que la version exacte v4 soit mieux couverte par l'URL demandée. - 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 2-source attention and $0.000000 fetch-budget caps, so this proposal stays unspent.

DecideSKIP

The original seminal RAG paper from 2021... Retrieval ...$0 · EV 10%

Post Facebook de découverte renvoyant au papier ; source secondaire non officielle, sans valeur pour vérifier les métadonnées de la page arXiv. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP

Paper page - Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks$0 · EV 20%

Page Hugging Face du papier : agrégateur tiers, ne fait pas foi pour le titre, l'auteur ou le statut affichés sur la page arXiv v4. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP

Retrieval-Augmented Generation for Knowledge-Intensive ...$0 · EV 50%

PDF arXiv 2005.11401v4 : le texte intégral peut confirmer le contenu et l'identifiant v4, mais pas le statut affiché sur la page abs ; utile surtout pour distinguer métadonnées et lecture intégrale. - 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 2-source attention and $0.000000 fetch-budget caps, so this proposal stays unspent.

DecideSKIP

Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks$0 · EV 10%

Page Meta Research listant des publications récentes ; ne documente pas la page arXiv 2005.11401v4 ni son statut. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP

Retrieval Augmented Generation for Knowledge Intensive NLP Tasks$0 · EV 10%

Vidéo YouTube explicative : source secondaire, sans métadonnées vérifiables de la page arXiv demandée. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP

Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks | alphaXiv$0 · EV 30%

alphaXiv reprend titre, auteurs et date de soumission, mais c'est une copie tierce qui ne peut attester du statut exact affiché sur la page arXiv v4. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP

[PDF] Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks | Semantic Scholar$0 · EV 20%

Fiche Semantic Scholar : métadonnées agrégées par un tiers, non probantes pour le statut et l'identifiant versionné de la page arXiv. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP

Retrieval-augmented generation for knowledge-intensive ...$0 · EV 10%

Post Facebook citant le papier ; source secondaire non officielle, redondante et sans autorité pour les métadonnées. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP

Medium$0 · EV 15%

Résumé de blog Medium : paraphrase de tiers, ne permet pas de vérifier titre, auteur, identifiant v4 ou statut de la page arXiv. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP

Retrieval-Augmented Generation for Knowledge-Intensive ...$0 · EV 15%

Notice ResearchGate : agrégateur tiers, sans valeur probante pour le statut affiché sur la page arXiv v4. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

Fetch

Read arXiv - Fair Moderation, Equitable Access, and AI: arXiv’s Updated Rate Limit Policy - free public feed reference, no creator payment - S1

Fetch

READ https://arxiv.org/abs/2005.11401v4 - selected original public page, 0 USDC; not a cache hit.

Fetch

Read extracted public text from https://arxiv.org/abs/2005.11401v4 - S2; quote matching establishes source grounding, not fact verification.

Sufficiency

Final check — "Quel titre est indiqué sur la page https://arxiv.org/abs/200…": 10% assessed by S2

Sufficiency

Final check — "Quel premier auteur est indiqué sur la page https://arxiv.or…": 0% assessed

Sufficiency

Final check — "Quel identifiant arXiv versionné est indiqué sur la page htt…": 100% assessed by S2

Sufficiency

Final check — "Quel statut (par exemple soumis, accepté, publié, ou statut …": 10% assessed by S2

Sufficiency

Final check — "Que permettent réellement de vérifier les métadonnées et le …": 20% assessed by S2

Sufficiency

Final coverage assessment — La source S2 est la page arXiv demandée (URL https://arxiv.org/abs/2005.11401v4), mais les passages fournis sont très partiels : ils montrent la catégorie et l'identifiant versionné « arXiv:2005.11401v4 (cs) », ainsi qu'un DOI arXiv. Le titre exact, le premier auteur et le statut éditorial/validation par les pairs ne figurent pas dans les extraits fournis. La distinction entre ce que permettent de vérifier les métadonnées/résumé et une lecture du texte intégral n'est pas explicitement traitée par la page dans les passages disponibles. S1 ne concerne pas l'article 2005.11401v4 et n'apporte aucune réponse aux sous-questions. The assessment does not establish a complete supported answer for every requested part.

Synthesize

Synthesizing a grounded answer from 2 source(s)…

Evidence

Evidence relevance review unavailable; only qualified excerpts may be delivered, with unsupported prose and rewards withheld.

Evidence

Delivering qualified source excerpts; complete synthesis and per-assertion support remain unverified.

Evidence

Rejected 1 invalid evidence span(s) and 2 unsupported citation marker(s); rejected markers cannot receive citation rewards.

Evidence

No citation passed the evidence gate — the $0.000000 citation pool stays unspent; settled access tolls still stand.

Synthesize

Prepared source excerpts citing 0 source(s); complete synthesis is unverified

Verdict

Confidence: Low — Only source excerpts are delivered; complete synthesis and per-assertion support remain unverified. Evidence assessment: no citation passed the evidence gate.

Done

Done. Spent $0 across 0 confirmed/simulated payment(s) to creators.

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

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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