Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-30T14:44:45.353335Z
Paper Citation Record · LEDGER
Paraphrase Brittleness in Production Retrieval-Augmented Commercial Recommendation: Reproducibility Below the Rerun-Stability Baseline
As of 23 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 1 inbound Pith citation observation for arXiv:2605.27440.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-10T15:31:55.519115Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-10T15:31:55.849223Z
Reference resolution
16 of 16 outbound references displayed
- verified exact9
- verified fuzzy6
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch1
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 4b4237ce-0691-446e-be4c-4b315bb201b7 · outbound
This paper cites Prominence-Stratified Failure Modes in Retrieval-Augmented Commercial Recom- mendation: A 37,000-Run Audit.Unusual.ai Research Series, 2026a.
Paraphrase Brittleness in Production Retrieval-Augmented Commercial Recommendation: Reproducibility Below the Rerun-Stability Baseline Prominence-Stratified Failure Modes in Retrieval-Augmented Commercial Recom- mendation: A 37,000-Run Audit.Unusual.ai Research Series, 2026a
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T22:05:43.331470Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 8d1d5652-1137-4532-a7bd-6215935ada2c · outbound
This paper cites Divergent Recommendations, Convergent Diagnoses: Cross-Provider Failure-Mode Convergence in AI Commercial Recommendation.Unusual.ai Research Series, 2026b.
Paraphrase Brittleness in Production Retrieval-Augmented Commercial Recommendation: Reproducibility Below the Rerun-Stability Baseline Divergent Recommendations, Convergent Diagnoses: Cross-Provider Failure-Mode Convergence in AI Commercial Recommendation.Unusual.ai Research Series, 2026b
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T22:05:43.337571Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 6f7d0fe8-5162-4ac9-9c5e-1155cd7ddbe2 · outbound
This paper cites Persona Conditioning of Brand Recommendations in Retrieval-Augmented Com- mercial Chat: A Prominence-Stratified Cross-Provider Audit.Unusual.ai Research Series, 2026c.
Paraphrase Brittleness in Production Retrieval-Augmented Commercial Recommendation: Reproducibility Below the Rerun-Stability Baseline Persona Conditioning of Brand Recommendations in Retrieval-Augmented Com- mercial Chat: A Prominence-Stratified Cross-Provider Audit.Unusual.ai Research Series, 2026c
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T22:05:43.335456Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation cc5a8a63-c3be-46bc-a3f7-d7300817962e · outbound
This paper cites GEO: Generative Engine Optimization.
Paraphrase Brittleness in Production Retrieval-Augmented Commercial Recommendation: Reproducibility Below the Rerun-Stability Baseline GEO: Generative Engine Optimization
Reference 4
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T14:54:45.701123Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation bb372c13-286a-4994-8deb-64fb72784d94 · outbound
This paper cites Non-Determinism of "Deterministic" LLM Settings.
Paraphrase Brittleness in Production Retrieval-Augmented Commercial Recommendation: Reproducibility Below the Rerun-Stability Baseline Non-Determinism of "Deterministic" LLM Settings
Reference 5
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T14:54:45.696788Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5d8f05b4-e5c7-465a-bc3e-7b8a0993a6da · outbound
This paper cites C., Ng, H.
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T22:05:43.329397Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 73cbd5dd-14d2-461e-ad39-54a0e86fdcb5 · outbound
This paper cites POSIX: A Prompt Sensitivity Index For Large Language Models.
Paraphrase Brittleness in Production Retrieval-Augmented Commercial Recommendation: Reproducibility Below the Rerun-Stability Baseline POSIX: A Prompt Sensitivity Index For Large Language Models
Reference 7
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T14:54:45.702142Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation beaacf80-11aa-4226-ab62-7c82c0a45038 · outbound
This paper cites Investigating the Robustness of Retrieval-Augmented Generation at the Query Level.
Paraphrase Brittleness in Production Retrieval-Augmented Commercial Recommendation: Reproducibility Below the Rerun-Stability Baseline Investigating the Robustness of Retrieval-Augmented Generation at the Query Level
Reference 8
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T14:54:45.695242Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 0ee95957-15ce-4216-855b-d189f07e2900 · outbound
This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.
Paraphrase Brittleness in Production Retrieval-Augmented Commercial Recommendation: Reproducibility Below the Rerun-Stability Baseline DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 9
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T14:54:45.692449Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a4938e5c-59f4-487c-9a97-5ef6c421c2cf · outbound
This paper cites InProceedings of the Fif- teenth ACM International Conference on Web Search and Data Mining, WSDM ’22, pages 1256–1265, New York, NY , USA.
Paraphrase Brittleness in Production Retrieval-Augmented Commercial Recommendation: Reproducibility Below the Rerun-Stability Baseline InProceedings of the Fif- teenth ACM International Conference on Web Search and Data Mining, WSDM ’22, pages 1256–1265, New York, NY , USA
Reference 10
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-06-30T14:54:45.703840Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 9a8dac22-793a-4bce-b61d-e5cb87d9b119 · outbound
This paper cites Query Rewriting for Retrieval-Augmented Large Language Models.
Paraphrase Brittleness in Production Retrieval-Augmented Commercial Recommendation: Reproducibility Below the Rerun-Stability Baseline Query Rewriting for Retrieval-Augmented Large Language Models
Reference 11
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T14:54:45.691504Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5c523056-ccb3-4e61-b900-0a37fa955b40 · outbound
This paper cites Prompting Science Report 2: The Decreasing Value of Chain of Thought in Prompting.
Paraphrase Brittleness in Production Retrieval-Augmented Commercial Recommendation: Reproducibility Below the Rerun-Stability Baseline Prompting Science Report 2: The Decreasing Value of Chain of Thought in Prompting
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T14:54:45.690079Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 7b50aff4-ea21-453b-bffe-e656b00af517 · outbound
This paper cites State of What Art? A Call for Multi-Prompt LLM Evaluation.TACL, 2024.
Paraphrase Brittleness in Production Retrieval-Augmented Commercial Recommendation: Reproducibility Below the Rerun-Stability Baseline State of What Art? A Call for Multi-Prompt LLM Evaluation.TACL, 2024
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T22:05:43.333342Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 32e7b45b-c48b-4dd2-a165-551ae0d4f7fd · outbound
This paper cites M., Xu, R., Weber, L., Silva, M., Bhardwaj, O., Choshen, L., de Oliveira, A.
Paraphrase Brittleness in Production Retrieval-Augmented Commercial Recommendation: Reproducibility Below the Rerun-Stability Baseline M., Xu, R., Weber, L., Silva, M., Bhardwaj, O., Choshen, L., de Oliveira, A
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T22:05:43.327495Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 2a250451-02d6-4609-8150-551b576494b5 · outbound
This paper cites Quantifying Language Models' Sensitivity to Spurious Features in Prompt Design or: How I learned to start worrying about prompt formatting.
Paraphrase Brittleness in Production Retrieval-Augmented Commercial Recommendation: Reproducibility Below the Rerun-Stability Baseline Quantifying Language Models' Sensitivity to Spurious Features in Prompt Design or: How I learned to start worrying about prompt formatting
Reference 15
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T14:54:45.706466Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 2f670708-04fe-4947-8e00-a3bb446419b9 · outbound
This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.
Paraphrase Brittleness in Production Retrieval-Augmented Commercial Recommendation: Reproducibility Below the Rerun-Stability Baseline Self-Consistency Improves Chain of Thought Reasoning in Language Models
Reference 16
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T14:54:45.699010Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Pith citing papers
Observation 496d2d9d-2fa6-4c5e-90a5-0775bd35992e · inbound
Invisible to the Machine: Auditing AI Restaurant, Cafe, and Bar Recommendation Against a Complete Market Census cites this paper.
Invisible to the Machine: Auditing AI Restaurant, Cafe, and Bar Recommendation Against a Complete Market Census Paraphrase Brittleness in Production Retrieval-Augmented Commercial Recommendation: Reproducibility Below the Rerun-Stability Baseline
Reference 2000
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-08-10T15:31:55.853143Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.