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Paper Citation Record · LEDGER

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations

As of 17 August 2026, this Paper Citation Record lists 75 of 75 outbound references and 0 inbound Pith citation observations for arXiv:2608.00711.

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

pith.paper-citation-record.v1
2608.00711 v1

Coverage vector

measured 75 of 75 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:23:29.710577Z

measured 75 of 75 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

75 of 75 outbound references displayed

  • verified exact1
  • verified fuzzy16
  • unresolved57
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cb6f4abd-f694-450b-ab00-5b47fa18f8a6 · outbound

This paper cites A survey on large language model based autonomous agents.Frontiers of Computer Science, 18(6):186345, 2024.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations A survey on large language model based autonomous agents.Frontiers of Computer Science, 18(6):186345, 2024

Reference 1

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source=pdf_text observed=2026-08-15T15:23:28.063311Z digest=sha256:9c8d405ec196b19d446dc36eb19dcbffdc9ab5993d0a142e06e613d10eb3dc6e

Observation 8256e7f0-6239-4a63-bdec-4ed3c9f050f4 · outbound

This paper cites The rise and potential of large language model based agents: A survey.Science China Information Sciences, 68(2):121101, 2025.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations The rise and potential of large language model based agents: A survey.Science China Information Sciences, 68(2):121101, 2025

Reference 2

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source=pdf_text observed=2026-08-15T15:23:28.072161Z digest=sha256:cb7a5f57526fb4d0260a43472fdb537043084ecfbd6a5918e266210b440390a4

Observation e012fc0c-75f1-4d6c-96e9-952f091e4daf · outbound

This paper cites The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 3

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source=pdf_text observed=2026-08-15T15:23:28.077539Z digest=sha256:3417d3a650bff7f31c95e161cf17dd5eca3f3497b9ed66f291c7fbada483daec

Observation 69549676-d5a5-4686-81c4-4324ec930784 · outbound

This paper cites Probing scientific general intelligence of llms with scientist- aligned workflows.arXiv preprint arXiv:2512.16969, 2025.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Probing scientific general intelligence of llms with scientist- aligned workflows.arXiv preprint arXiv:2512.16969, 2025

Reference 4

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source=pdf_text observed=2026-08-15T15:23:28.083722Z digest=sha256:12a6358d73398c5717ce73e9321c63c9ffd1da931a164a9998b408e69a08da4a

Observation d0aa1192-b715-403e-a4d3-207b73a0c850 · outbound

This paper cites A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions.ACM Transactions on Information Systems, 43(2):1–55, 2025.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions.ACM Transactions on Information Systems, 43(2):1–55, 2025

Reference 5

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source=pdf_text observed=2026-08-15T15:23:28.088304Z digest=sha256:343c0c0b35f07bd49765a38ed8c0175f207ca36ca97bafd4dfecad96608273da

Observation 803ffc72-fdee-45be-9e2b-04c26bee5ec7 · outbound

This paper cites Improv- ing factuality and reasoning in language models through multiagent debate.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Improv- ing factuality and reasoning in language models through multiagent debate

Reference 6

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source=pdf_text observed=2026-08-15T15:23:28.092991Z digest=sha256:d401146241a8041eea1eec9d02f3f7dffc75cf3fca7bbab00bfa1bab92eeeb2f

Observation 897d721f-2151-400f-8963-96bf8cdd16f9 · outbound

This paper cites Kghalubench: A knowledge graph-based hallucination benchmark for evaluating the breadth and depth of llm knowledge.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Kghalubench: A knowledge graph-based hallucination benchmark for evaluating the breadth and depth of llm knowledge

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:28.097601Z digest=sha256:fd1295453fab7c9fac7c240bc93a0054610eb534a7a85e0ff1c0c752968b3684

Observation 182af4d9-4531-436c-bff9-64179cf9552d · outbound

This paper cites MIRAGE-Bench: LLM Agent is Hallucinating and Where to Find Them.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations MIRAGE-Bench: LLM Agent is Hallucinating and Where to Find Them

Reference 8

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source=pdf_text observed=2026-08-15T15:23:28.102141Z digest=sha256:d73e92db93e1e900ea66cffab2249d41ac9a58406dfd2e73df556dffdc57673e

Observation 6bc82ebb-2797-49cd-9634-d4238cb45c9c · outbound

This paper cites Hal- luhard: A hard multi-turn hallucination benchmark.arXiv preprint arXiv:2602.01031, 2026.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Hal- luhard: A hard multi-turn hallucination benchmark.arXiv preprint arXiv:2602.01031, 2026

Reference 9

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source=pdf_text observed=2026-08-15T15:23:28.107254Z digest=sha256:b3cd5c1a92e01674289b9c1a67316c6607702549d9e67cae828d39f849f5d408

Observation 715c56ad-0829-429f-b83a-656c88415708 · outbound

This paper cites Agenthallu: Benchmarking automated hallucination attribution of llm-based agents.arXiv preprint arXiv:2601.06818, 2026.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Agenthallu: Benchmarking automated hallucination attribution of llm-based agents.arXiv preprint arXiv:2601.06818, 2026

Reference 10

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source=pdf_text observed=2026-08-15T15:23:28.111513Z digest=sha256:13d20f8998abd95f042bdd5b442f7a70d3619baaeed1461574c375609da207f4

Observation d32cb739-f14a-462b-8f68-1f58735d6533 · outbound

This paper cites Why Your Deep Research Agent Fails? On Hallucination Evaluation in Full Research Trajectory.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Why Your Deep Research Agent Fails? On Hallucination Evaluation in Full Research Trajectory

Reference 11

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source=pdf_text observed=2026-08-15T15:23:28.116796Z digest=sha256:3f8de70bfb4f57fc6e15d48899b4c41ccbb199801d416cefc54b58477c05f3ca

Observation 250a24ef-390d-4cce-b629-443ceccac339 · outbound

This paper cites Selfcheckgpt: Zero-resource black-box hallucination detection for generative large language models.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Selfcheckgpt: Zero-resource black-box hallucination detection for generative large language models

Reference 12

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source=pdf_text observed=2026-08-15T15:23:28.154903Z digest=sha256:8c69f0d48a6e062ac603034c840e489784364afbbb15359a7e7183a2814b8210

Observation 605fa3cd-9702-4f02-9efa-976ac4aec033 · outbound

This paper cites Halueval: A large-scale hallucination evaluation benchmark for large language models.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Halueval: A large-scale hallucination evaluation benchmark for large language models

Reference 13

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source=pdf_text observed=2026-08-15T15:23:28.204198Z digest=sha256:715d4ffa8f2e791c39c6c2223417261c48077b710e8e196e324008e66f87bf20

Observation 706ca343-d50f-4c7a-8be7-ea1a1c49dfe6 · outbound

This paper cites React: Synergizing reasoning and acting in language models.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations React: Synergizing reasoning and acting in language models

Reference 14

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source=pdf_text observed=2026-08-15T15:23:28.325277Z digest=sha256:5868a4826e583fdb24e709cc4474f19409944a3d16fb8634e3e72ee0068d984e

Observation 3bd3e06e-89de-4345-b787-9c808f46f497 · outbound

This paper cites Cambridge university press, 2009.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Cambridge university press, 2009

Reference 15

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source=pdf_text observed=2026-08-15T15:23:28.393708Z digest=sha256:69fa4c3f8bc54a98e63e1c7fda40bfe62d57a63dba426daadd2b069c7e1516cf

Observation 3ebff444-cac6-4270-9aa2-3f90acff1d0c · outbound

This paper cites Interactive debugging and steering of multi-agent ai systems.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Interactive debugging and steering of multi-agent ai systems

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:28.407276Z digest=sha256:19e43e0f0e1ba5302e93aeb604c598de760b1d20792cf9cb620fb47ad5d57817

Observation 5878f3bd-3f44-449c-9c63-058167cf08d6 · outbound

This paper cites Intern-s1-pro: Scientific multimodal foundation model at trillion scale.arXiv preprint arXiv:2603.25040, 2026.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Intern-s1-pro: Scientific multimodal foundation model at trillion scale.arXiv preprint arXiv:2603.25040, 2026

Reference 17

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source=pdf_text observed=2026-08-15T15:23:28.451989Z digest=sha256:f597dc3667c02217c061966471a6dda2cc471762306539c60d51cebad19663ba

Observation eb11675e-38cf-467b-8686-314fa08b42c7 · outbound

This paper cites Autogen: Enabling next-gen llm applications via multi-agent conversations.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Autogen: Enabling next-gen llm applications via multi-agent conversations

Reference 18

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source=pdf_text observed=2026-08-15T15:23:28.474226Z digest=sha256:a1f7102242f16ca52ff02ee99268f6ba7c87b704c81396b529c89d0ea2c421d1

Observation b34f4a3a-7f3c-44e8-94bd-02a722a7f5f4 · outbound

This paper cites A fine-tuning dataset and benchmark for large language models for protein understanding.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations A fine-tuning dataset and benchmark for large language models for protein understanding

Reference 19

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:28.498314Z digest=sha256:5d0c44c85e23ab03445f9c924de2c030a729500513e9b3e522806c9cdfe51451

Observation ecc09c93-16f5-4219-a93a-dc44ddfbe55a · outbound

This paper cites PathVQA: 30000+ Questions for Medical Visual Question Answering.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations PathVQA: 30000+ Questions for Medical Visual Question Answering

Reference 20

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source=pdf_text observed=2026-08-15T15:23:28.515458Z digest=sha256:9d0d4409cc3a1b9d5310c1f752bb27dbdce4339596afc1213d1cfe871c1ed1bb

Observation cc70a92f-1dd8-40ab-b596-e173de9ba2b6 · outbound

This paper cites Bran, Sam Cox, Oliver Schilter, Carlo Baldassari, Andrew D White, and Philippe Schwaller.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Bran, Sam Cox, Oliver Schilter, Carlo Baldassari, Andrew D White, and Philippe Schwaller

Reference 21

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source=pdf_text observed=2026-08-15T15:23:28.542113Z digest=sha256:9b9c3bf5fd6610a41e814b3d21b43e228e5936db441c3cdf60897ea7e1d7e477

Observation 21b53aa0-2fa3-4386-80d5-0d001bb6e41e · outbound

This paper cites Autonomous chemical research with large language models.Nature, 624(7992):570–578, 2023.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Autonomous chemical research with large language models.Nature, 624(7992):570–578, 2023

Reference 22

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source=pdf_text observed=2026-08-15T15:23:28.559099Z digest=sha256:afa970102e6c341e03cf7245aed2965ca24f707e12609bc75c998286d3abfa74

Observation 4011bb72-0ac6-4bd8-98e8-d45e5ce0b3ee · outbound

This paper cites The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search

Reference 23

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source=pdf_text observed=2026-08-15T15:23:28.591470Z digest=sha256:baca52f4c67f0a38e172af79af7b6e59a50d883a9f00bb6a59d2252f764db599

Observation da9792d6-0bae-4970-9d40-81ae7bb48241 · outbound

This paper cites Benchmarking data science agents.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Benchmarking data science agents

Reference 24

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:28.598367Z digest=sha256:36bb3134c464a653f09de405831e1ff0c28180f760ca9f738c219ee60734f514

Observation 7700f762-6334-4fd9-a224-2b92f7a83f11 · outbound

This paper cites Toward Reliable Scientific Hypothesis Generation: Evaluating Truthfulness and Hallucination in Large Language Models.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Toward Reliable Scientific Hypothesis Generation: Evaluating Truthfulness and Hallucination in Large Language Models

Reference 25

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source=pdf_text observed=2026-08-15T15:23:28.604122Z digest=sha256:719081459a4741472bb22d7d7ba4891800bda13fe4d63d629597c1d275145e33

Observation 3b842c01-0873-421b-bee6-1532a3502d79 · outbound

This paper cites From ai for science to agentic science: A survey on autonomous scientific discovery.arXiv preprint arXiv:2508.14111, 2025.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations From ai for science to agentic science: A survey on autonomous scientific discovery.arXiv preprint arXiv:2508.14111, 2025

Reference 26

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source=pdf_text observed=2026-08-15T15:23:28.609142Z digest=sha256:a7265d0f6167d35044def8bb56331dba5558fed3d230ef2d7f64f2c9a352fc6b

Observation c59a318e-a8d7-4bf6-8233-2b6cc3a84320 · outbound

This paper cites Factscore: Fine-grained atomic evaluation of factual precision in long form text generation.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Factscore: Fine-grained atomic evaluation of factual precision in long form text generation

Reference 27

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source=pdf_text observed=2026-08-15T15:23:28.612852Z digest=sha256:56490f7163b95b64185ed9d9823232ac82a33a167ed131b26fbb086588f62143

Observation 289b04b4-f557-4205-81da-666818706b75 · outbound

This paper cites RefChecker: Reference-based Fine-grained Hallucination Checker and Benchmark for Large Language Models.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations RefChecker: Reference-based Fine-grained Hallucination Checker and Benchmark for Large Language Models

Reference 28

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source=pdf_text observed=2026-08-15T15:23:28.617682Z digest=sha256:5b6af70f6de0fc06054a8d352007cfc384870cff890123b97a942ecfaf6b79e5

Observation b44b45f1-3596-416b-a428-0c667eb6b020 · outbound

This paper cites Trace: Trajectory-aware comprehensive evaluation for deep research agents.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Trace: Trajectory-aware comprehensive evaluation for deep research agents

Reference 29

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raw_fallback, observed 2026-08-15T15:23:32.479681Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:28.622581Z digest=sha256:1ed8dfbbb86b579fc8377c2ba7a1d8e295ab2592eb5000ab610f87281854742b

Observation 66dc7322-7689-4529-a48b-97425fc0ecc7 · outbound

This paper cites Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 30

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source=pdf_text observed=2026-08-15T15:23:28.627046Z digest=sha256:f13eb89a9ff819434cfcdfbe1c82807445166f8667cd64d0d0060965194d4fd9

Observation b307e163-e156-4f30-88d4-183739c547bc · outbound

This paper cites GPT-4o System Card.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations GPT-4o System Card

Reference 31

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source=pdf_text observed=2026-08-15T15:23:28.631248Z digest=sha256:7f15e2e2a2439ceed0cbdcf5aefeabf45034c4e977e1dbc4d97d17a93493177f

Observation 7cd795b8-ef27-4f1e-a13e-a83737ce73f0 · outbound

This paper cites OpenAI GPT-5 System Card.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations OpenAI GPT-5 System Card

Reference 32

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source=pdf_text observed=2026-08-15T15:23:28.635792Z digest=sha256:2c04286658d5094def892a5d6d6ca741f76e24d06881b89f1ddb45154364f9a0

Observation da2aecb7-dd8a-469a-be3e-c216e10db523 · outbound

This paper cites Kimi K2.5: Visual Agentic Intelligence.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Kimi K2.5: Visual Agentic Intelligence

Reference 33

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source=pdf_text observed=2026-08-15T15:23:28.681035Z digest=sha256:10438540135e3b730cfc5d9333dd57828f0fa4493c2bfb7d8c73ee971bc9d428

Observation 8f68ccca-8aab-4830-8511-6acfbcd84c34 · outbound

This paper cites The llama 4 herd: Architecture, training, evaluation, and deployment notes.arXiv preprint arXiv:2601.11659, 2026.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations The llama 4 herd: Architecture, training, evaluation, and deployment notes.arXiv preprint arXiv:2601.11659, 2026

Reference 34

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source=pdf_text observed=2026-08-15T15:23:28.777110Z digest=sha256:af2b09b212c08fbfdd0766e26429079c3eebd092229fdd5ef5ec976c0a05fd3d

Observation e2de0fb3-9cd5-471e-8c44-09f0810c732b · outbound

This paper cites Self-alignment pretraining for biomedical entity representations.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Self-alignment pretraining for biomedical entity representations

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:23:32.465966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:28.825525Z digest=sha256:652b9ae5f8a68c74e352678d382462e2929511b7f54acbc22e28ed2782c6ea35

Observation 9ab5f292-2a2f-4698-9608-91f59c723da9 · outbound

This paper cites BGE Landmark Embedding: A Chunking-Free Embedding Method For Retrieval Augmented Long-Context Large Language Models.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations BGE Landmark Embedding: A Chunking-Free Embedding Method For Retrieval Augmented Long-Context Large Language Models

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-15T15:23:28.882411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:23:28.882411Z digest=sha256:dcb4809760b10f9a79867518c9c7d13f42907c9515d893e1013398067be3ae69

Observation 9fed95ca-7ca6-49ce-9d2d-ce79d6e6f34b · outbound

This paper cites off-graph but plausible.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations off-graph but plausible

Reference 37

Resolution
verified exact
doi, observed 2026-08-15T15:23:32.451395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:28.970547Z digest=sha256:5f1f5a8b2c4362293b6857ed665b5b8124eecf9c6d0366432910bb0e283fa40e

Observation 0490ac32-1ead-40fd-9796-03ec48d4340b · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:32.437555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:28.976306Z digest=sha256:33bb31c8bdc5f285d8a3a783f7476e4de9f6d03d582a68c72f58fd913ea85067

Observation 792ba7f2-2707-4dd3-850c-bb39bddca9a3 · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:32.421420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:28.981571Z digest=sha256:c64aa11d8ce32f5d6f56c54e0ec9657f306febc037f4658c7c7694d1edbf8a15

Observation 63d3d681-704b-47b2-9a29-2a60357fbb79 · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:32.354754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:28.986463Z digest=sha256:bad72dd609ed6022ac1afbbfccc59fedafe3272879766bc652ef3cd0975791fb

Observation cf871133-8136-4b27-bb03-3f8b39f5cb97 · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:32.154266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:28.991343Z digest=sha256:3663eb3ac6b12397bc841181f80fcb7b99c07527de1e0f0627230c19c886df4c

Observation dae70751-cd51-4698-b412-ab7f10f93378 · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:32.139577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:28.995925Z digest=sha256:ac9a8c96f0a902d843dc8e99e62e2509160cbf7791318e7d28aa1c771bc2f164

Observation bd1dea5c-c0a2-4cf6-9c38-b54446f93fbf · outbound

This paper cites protein structure analysis PDB.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations protein structure analysis PDB

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:23:32.114370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.000603Z digest=sha256:92ee63615f45d855c14fc790c184b323c3cb0dce88b20d53ef7ae88cd3a57913

Observation 1d5776f4-4c27-48ca-a493-a590318fa5f9 · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:32.035550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.004950Z digest=sha256:4ddfbb7d0cd9e5ec7bfa481f8704ee724cee2708ddf84b1039131f7c7a8488a8

Observation 42909c53-1e83-4ef9-a2c7-fdd5fe5c5363 · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:32.017864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.008796Z digest=sha256:eac15be1d370bd66cda7751f052b657a4cde9eb69807099ed476fb13d0b25809

Observation fe896626-0d83-40aa-9681-694ca3db992c · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:31.993763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.013359Z digest=sha256:870a73352d8bc3f24e0a74d6ec8d1a0a0d7911f8439f5d52c04ba92aff03c057

Observation afd6e287-8ac9-4f74-95ae-2204fa899ec3 · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:31.771544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.064429Z digest=sha256:77cd8e10f8efa5072d89eddbaadeb3f9e21d2bdeb157b373f6e994f4fa0cd99c

Observation 9ea8ad17-f724-4879-92d6-0128da6b6d2a · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:31.758026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.117198Z digest=sha256:97cc147bb45b0b7707cea0ae07142aeceae81080709364de54b4cad94f255116

Observation e9e7592a-8092-4a0d-9287-e0d1c97f246a · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:31.714746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.183582Z digest=sha256:ecaba46f5112a193b5ad104d11deeb0e56ea9b7da209d25ceaa725bfd020a682

Observation 7d7531e4-c2ec-4f92-ab5d-efdcd2a76a83 · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:31.554978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.214161Z digest=sha256:600f620b8fe22abbd931e7eb66a700861a35a9b158aa13aba4f3d8cbb6a76f95

Observation 777ed170-ac36-4ca7-bc4a-da650f7fd376 · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:31.541840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.255111Z digest=sha256:d7f78d3ae6646d531a846ba241bfd85d9e33923bf867c90484225e5c7e0dfdbe

Observation 0a5876c5-653a-4018-a7d9-39821f4f769e · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:31.527504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.259475Z digest=sha256:5fcce8c81f1d942f340e6c4d22367944dcc417e749124dfe9985612a5f183659

Observation 7e8eed18-0acd-4a14-bfb5-7198f317beb0 · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:31.468594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.264278Z digest=sha256:7a2c52c5ef186a1d0fe32c191ac6aba805ffe0e27fabdc650fe627e1cd8fcdf0

Observation e4b2431b-5c51-4fba-95cc-20dcc425cca9 · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:31.201913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.268793Z digest=sha256:c3502ee3b5a2552fdd538a7a269be506473bf8a2d80ccb8e68a329b3c42276c4

Observation c237d3c7-c12d-4426-8136-cc302cfe3f80 · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:31.169481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.273951Z digest=sha256:e95065dd4c3ede6815fd476da155f9a76247a75a057b4e5f533f7373f5ab3f3d

Observation 58de52ea-f1f5-4525-a452-a50e82d471d1 · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:31.151128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.279995Z digest=sha256:ace522170f235af6455f1ac439ee4969db0c3627450f403100cafb6348c9b158

Observation 189676e3-0689-423e-bbfa-f5efe557a48d · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:31.132433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.284673Z digest=sha256:6ccc78129ecc2000d5d13c1b599c4da6546462cad6068de562219924aa6c27fb

Observation d95ec561-7cb7-4d37-9151-fda05b9475d3 · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:31.067080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.289858Z digest=sha256:00e5658112f470dabc4127c61a06a344c26f3d1c31f9aa0858c847fb776322a6

Observation fab45e10-b0e0-4995-82c0-815384fd3156 · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:31.048164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.307854Z digest=sha256:e42835d73b9b29b23b5f370ace7195672273eb57d86ceda17227df0477a15814

Observation ff6be86e-308e-4e52-81fa-2a8ecae13ec4 · outbound

This paper cites The reasoning path is mandatory for all responses.,→ ## Execution Template.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations The reasoning path is mandatory for all responses.,→ ## Execution Template

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:23:31.030458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.358605Z digest=sha256:484a24957af13382f3323d2ecb8e81b479f498370e7c6710b72d5f663fa3bcf4

Observation 973c8b15-9403-4fd7-84e1-b9e80278445b · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:30.987965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.444024Z digest=sha256:20b36ea781b1e83f31df818bcd64ef4fab3c7d1f43f776766e7a3a0b73c8b146

Observation 135abc0a-b906-4f46-bc86-a38d85791eb0 · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:30.925741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.491515Z digest=sha256:fcfef0fd6fffb3bed36e1c8a3119e135e4a0fd45b7f33a21e2c6f36bd42c6b29

Observation 5c03c876-1a20-4c90-b6cb-75c70ab20350 · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:30.895165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.535796Z digest=sha256:52b16229064e3291008015f08d1fafe8bee770872916ec4f3ec5141b42553fe9

Observation ef439263-6dc7-4cb8-ac41-ca9492a0e096 · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:30.881739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.550446Z digest=sha256:b7336f660a2e04c1a321f4e0ef4c26b2ad455ecf98f83acbdf36e15424709b23

Observation 88c554f5-58d8-428f-9b7e-4c0530ce057a · outbound

This paper cites Therefore the answer is.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Therefore the answer is

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:23:30.868953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.555151Z digest=sha256:54131dd7256801220786dd189048130348a271c64be9bc53f9166a258e3b8782

Observation 0e94cf73-de68-4bbc-95a6-93003623de9b · outbound

This paper cites If a suitable one exists, call it with the exact parameter names from its schema.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations If a suitable one exists, call it with the exact parameter names from its schema

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:23:30.856008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.559558Z digest=sha256:3a707d8264b2e119919c9145b4e3ce8f7724738a51f54dc701a01c94b0bf9c4c

Observation c712ab6c-941b-441d-8997-08e24619cf0d · outbound

This paper cites If the snippets/abstracts are enough, stop there; otherwise call literature_fetch at most ONCE to pull full-text markdown of 1–2 papers.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations If the snippets/abstracts are enough, stop there; otherwise call literature_fetch at most ONCE to pull full-text markdown of 1–2 papers

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:23:30.843937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.563528Z digest=sha256:c68e593298b9d47a50ee78ade2cfe6c3e25e38b3d974d536ddc378ceaaf16cde

Observation ca96ca2a-40ab-4159-873f-8f0ddfbb904b · outbound

This paper cites If the snippets suffice, stop; otherwise call web_fetchwith 1–3 URLs from the results.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations If the snippets suffice, stop; otherwise call web_fetchwith 1–3 URLs from the results

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:23:30.830588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.567370Z digest=sha256:e3e3ec44f3c71259a27e89ac947c3086a29facfb048bbb11863272f22adcb81c

Observation 8645771c-991f-4155-921f-e02a8f960fc1 · outbound

This paper cites Don’t loop.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Don’t loop

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:23:30.740056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.571139Z digest=sha256:cbe31aa080b06434ec919e148504ae58d198da1c88c3d29207bf2db908d53a9c

Observation 2d88e681-83a8-4f5e-a64d-5b247e884a38 · outbound

This paper cites ## Answer format by question type –multichoice( claim_choice / one_hop_tail / two_hop_tail / vqa): Options are labelled A, B, C,.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations ## Answer format by question type –multichoice( claim_choice / one_hop_tail / two_hop_tail / vqa): Options are labelled A, B, C,

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:23:30.577445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.574744Z digest=sha256:e1d805b42ce14eee941ff3a19c05ac7b1809c763779edbb7b2c55ad7b8cd9883

Observation 51a8beff-37f8-4271-85d5-c9cb16a9a506 · outbound

This paper cites Explain tool choices briefly.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Explain tool choices briefly

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:23:30.562178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.578226Z digest=sha256:35a84479d5c05372c7326e7c390941d6ecb32db97d7e91253f7a8eed9691154d

Observation ec1d810d-9ae4-4a9b-ab1e-bc519afc6128 · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:30.549378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.581746Z digest=sha256:7a96cbe00a31e7a42711df90676d6b3e750e3efe586ec9f3139ba33fdb4584f5

Observation e9743d28-6267-4ab9-adec-a34463db3f73 · outbound

This paper cites factual claim.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations factual claim

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:23:30.536076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.674078Z digest=sha256:f2bcef50dc9c3ca46740fa6aef8d1e3eb28cfac4a6f4f8eff4c652902fdc8078

Observation 3c80ad04-53e0-4b15-8e61-6371a25e29e6 · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 74

Resolution
malformed identifier
raw_fallback, observed 2026-08-15T15:23:30.518805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.706317Z digest=sha256:eb37f74c9eda942eac769774e64ed1afb2abfbe31a5f6c6d41d897a89b01cc86

Observation b553900b-ff3c-42df-9f76-8bd7fa34f6cf · outbound

This paper cites an unresolved cited work.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:23:30.429409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T15:23:29.710577Z digest=sha256:41326eb128bc31f5645ab656f3653c427b1457302ce03f4f87f09643a96dcb01

Pith citing papers

No inbound Pith citation observations are available.