Paper Citation Record · LEDGER

AI Scientists Are Only as Good as Their Evidence: A Stratified Ablation of Proprietary Data and Reasoning Skills in Drug-Asset Valuation

As of 5 August 2026, this Paper Citation Record lists 11 of 11 outbound references and 0 inbound Pith citation observations for arXiv:2606.09556.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2606.09556 v1

Coverage vector

measured 11 of 11 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-27T16:54:37.253128Z

measured 11 of 11 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

11 of 11 outbound references displayed

verified exact0
verified fuzzy0
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7583d84a-f337-496a-93b9-98282ec382b4 · outbound

This paper cites DiMasi, H.G.

AI Scientists Are Only as Good as Their Evidence: A Stratified Ablation of Proprietary Data and Reasoning Skills in Drug-Asset Valuation DiMasi, H.G

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-27T16:54:37.253128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e37b4caf-86ca-4760-8c80-308d2fe994cd · outbound

This paper cites Wong, K.W.

AI Scientists Are Only as Good as Their Evidence: A Stratified Ablation of Proprietary Data and Reasoning Skills in Drug-Asset Valuation Wong, K.W

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-27T16:54:37.253128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f55fdb79-f35e-4a03-9d03-5c63604e3b75 · outbound

This paper cites Scannell, A.

AI Scientists Are Only as Good as Their Evidence: A Stratified Ablation of Proprietary Data and Reasoning Skills in Drug-Asset Valuation Scannell, A

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-27T16:54:37.253128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8491f83-0900-4906-99e9-51bf1499e513 · outbound

This paper cites Paul et al.How to improve R&D productivity: the pharmaceutical industry’s grand chal- lenge.Nature Reviews Drug Discovery, 9:203–214, 2010.

AI Scientists Are Only as Good as Their Evidence: A Stratified Ablation of Proprietary Data and Reasoning Skills in Drug-Asset Valuation Paul et al.How to improve R&D productivity: the pharmaceutical industry’s grand chal- lenge.Nature Reviews Drug Discovery, 9:203–214, 2010

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-27T16:54:37.253128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8742131-fb0e-4000-9eef-401a3cd294d3 · outbound

This paper cites Vamathevan et al.Applications of machine learning in drug discovery and development.

AI Scientists Are Only as Good as Their Evidence: A Stratified Ablation of Proprietary Data and Reasoning Skills in Drug-Asset Valuation Vamathevan et al.Applications of machine learning in drug discovery and development

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-27T16:54:37.253128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fedc264-4a4c-4737-81d5-5cacc883eed4 · outbound

This paper cites Brown et al.Language Models are Few-Shot Learners.NeurIPS, 2020.

AI Scientists Are Only as Good as Their Evidence: A Stratified Ablation of Proprietary Data and Reasoning Skills in Drug-Asset Valuation Brown et al.Language Models are Few-Shot Learners.NeurIPS, 2020

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-27T16:54:37.253128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6994058b-2ce4-4f9e-8c91-c08fd9ec1855 · outbound

This paper cites Lewis et al.Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks.NeurIPS, 2020.

AI Scientists Are Only as Good as Their Evidence: A Stratified Ablation of Proprietary Data and Reasoning Skills in Drug-Asset Valuation Lewis et al.Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks.NeurIPS, 2020

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-27T16:54:37.253128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0f05b79-2400-401b-9ba1-3aa74ad51702 · outbound

This paper cites Wei et al.Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

AI Scientists Are Only as Good as Their Evidence: A Stratified Ablation of Proprietary Data and Reasoning Skills in Drug-Asset Valuation Wei et al.Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-27T16:54:37.253128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f587537-0407-4e5b-97ba-18a4127de537 · outbound

This paper cites Yao et al.ReAct: Synergizing Reasoning and Acting in Language Models.ICLR, 2023.

AI Scientists Are Only as Good as Their Evidence: A Stratified Ablation of Proprietary Data and Reasoning Skills in Drug-Asset Valuation Yao et al.ReAct: Synergizing Reasoning and Acting in Language Models.ICLR, 2023

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-27T16:54:37.253128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2e2bbfb-afe3-443c-b6ec-5e4b1ef96530 · outbound

This paper cites Schick et al.Toolformer: Language Models Can Teach Themselves to Use Tools.NeurIPS, 2023.

AI Scientists Are Only as Good as Their Evidence: A Stratified Ablation of Proprietary Data and Reasoning Skills in Drug-Asset Valuation Schick et al.Toolformer: Language Models Can Teach Themselves to Use Tools.NeurIPS, 2023

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-27T16:54:37.253128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df61242e-d89d-44c1-ac37-1f089b181173 · outbound

This paper cites Zheng et al.Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.NeurIPS, 2023.

AI Scientists Are Only as Good as Their Evidence: A Stratified Ablation of Proprietary Data and Reasoning Skills in Drug-Asset Valuation Zheng et al.Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.NeurIPS, 2023

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-27T16:54:37.253128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.