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Paper Citation Record · LEDGER

DeepResearch$^{\text{Eco}}$: A Recursive Agentic Workflow for Complex Scientific Question Answering in Ecology

As of 8 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2507.10522.

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

pith.paper-citation-record.v1
2507.10522 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:34:31.540715Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

18 of 18 outbound references displayed

  • verified exact4
  • verified fuzzy3
  • unresolved11
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 074470e9-0283-4012-993a-0f6a553193ff · outbound

This paper cites Language agents achieve superhuman synthesis of scientific knowledge.

DeepResearch$^{\text{Eco}}$: A Recursive Agentic Workflow for Complex Scientific Question Answering in Ecology Language agents achieve superhuman synthesis of scientific knowledge

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T17:34:29.482205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:34:29.482205Z digest=sha256:6c3b1444d7a4c035b3a04942a26e4f42d202ad2ff26b3aab44e2ee266781771e

Observation 9a97d08d-bd8a-48ef-82d8-9ec9b19eaa24 · outbound

This paper cites an unresolved cited work.

DeepResearch$^{\text{Eco}}$: A Recursive Agentic Workflow for Complex Scientific Question Answering in Ecology Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:34:33.524404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:34:29.599387Z digest=sha256:53a3775b599e1091c576857a2bbd8f5f9330721058167689e5de2b36b6287591

Observation f440504a-5a5a-472c-94bb-27ee3c1816cb · outbound

This paper cites Lewis, E.

DeepResearch$^{\text{Eco}}$: A Recursive Agentic Workflow for Complex Scientific Question Answering in Ecology Lewis, E

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-06T17:34:29.789510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:34:29.789510Z digest=sha256:14af8adbbd55dbf482a068d1f10d27f2312d63e0f83472d5d3954fb126ff8712

Observation d28b1340-302b-4b4f-93e2-396d03c3a515 · outbound

This paper cites Shuster, S.

DeepResearch$^{\text{Eco}}$: A Recursive Agentic Workflow for Complex Scientific Question Answering in Ecology Shuster, S

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:34:33.250453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:34:29.896088Z digest=sha256:af4ff2c52661ccabf05e8dc5abcbcdb7f7055e6c7deac3cf6d036b0cdf568964

Observation 03c2cddd-d405-4d9a-a940-c0d0cf0730e3 · outbound

This paper cites PaperQA: Retrieval-Augmented Generative Agent for Scientific Research.

DeepResearch$^{\text{Eco}}$: A Recursive Agentic Workflow for Complex Scientific Question Answering in Ecology PaperQA: Retrieval-Augmented Generative Agent for Scientific Research

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T17:34:29.994737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:34:29.994737Z digest=sha256:551ca5a93b81bf222d74fbaab8b3cdbe780ce971ef4bc6eaa0127b2e2b861e1e

Observation d8a9eaf9-68eb-4c23-8105-9c579ab67c6b · outbound

This paper cites ORKG ASK: a Neuro-symbolic Scholarly Search and Exploration System.

DeepResearch$^{\text{Eco}}$: A Recursive Agentic Workflow for Complex Scientific Question Answering in Ecology ORKG ASK: a Neuro-symbolic Scholarly Search and Exploration System

Reference 6

Resolution
verified exact
local_arxiv, observed 2026-08-06T17:34:32.393816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:34:30.139503Z digest=sha256:9f82848945f4181062635cc0eff8d2c77e4f8fa6de3895ed576b1cd40c9bd72e

Observation 0ba893de-11b5-4d1b-95fe-4b3b7b8bc53d · outbound

This paper cites Knoth, D.

DeepResearch$^{\text{Eco}}$: A Recursive Agentic Workflow for Complex Scientific Question Answering in Ecology Knoth, D

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:34:33.015330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:34:30.320788Z digest=sha256:7a462f1f7b4a814887dc85bb2b115ee0263523adb098d3bcb94abc11cad3b2b1

Observation 6aaedde2-1f66-45c7-9d1a-1e67587e9374 · outbound

This paper cites Babaei Giglou, J.

DeepResearch$^{\text{Eco}}$: A Recursive Agentic Workflow for Complex Scientific Question Answering in Ecology Babaei Giglou, J

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:34:32.853568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:34:30.497844Z digest=sha256:81442e7cfd9baed8914133c0aa07bb1a54fee05da9af13bce75948b96594a78a

Observation 0690fa75-c482-4f54-bdd8-f3da76d3f084 · outbound

This paper cites YESciEval: Robust LLM-as-a-Judge for Scientific Question Answering.

DeepResearch$^{\text{Eco}}$: A Recursive Agentic Workflow for Complex Scientific Question Answering in Ecology YESciEval: Robust LLM-as-a-Judge for Scientific Question Answering

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-08-06T17:34:32.261596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:34:30.627327Z digest=sha256:45d0dffd4b9f64eba8399bc66c1e920f0c7bb442ccee1198dae890ea792da4b3

Observation 3d2637ac-90b9-42a2-a5f4-1e46a8cebc97 · outbound

This paper cites Nova: An Iterative Planning and Search Approach to Enhance Novelty and Diversity of LLM Generated Ideas.

DeepResearch$^{\text{Eco}}$: A Recursive Agentic Workflow for Complex Scientific Question Answering in Ecology Nova: An Iterative Planning and Search Approach to Enhance Novelty and Diversity of LLM Generated Ideas

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-06T17:34:30.736783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:34:30.736783Z digest=sha256:bf547e8cfdbc507eb67136daeafbc795a0bd36610cbb8952b16b89f34bafb6ab

Observation 8eac3f6f-8196-4923-a636-7a65672edbf9 · outbound

This paper cites IdeaSynth: Iterative Research Idea Development Through Evolving and Composing Idea Facets with Literature-Grounded Feedback.

DeepResearch$^{\text{Eco}}$: A Recursive Agentic Workflow for Complex Scientific Question Answering in Ecology IdeaSynth: Iterative Research Idea Development Through Evolving and Composing Idea Facets with Literature-Grounded Feedback

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-06T17:34:30.867515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:34:30.867515Z digest=sha256:b6c4976e9509eca55d46ada90dba49785dcb00f140a0f9cb51a85d1fadce5c96

Observation 47611319-d146-4b6c-a879-ad832320274c · outbound

This paper cites Semantic Navigation for AI-assisted Ideation.

DeepResearch$^{\text{Eco}}$: A Recursive Agentic Workflow for Complex Scientific Question Answering in Ecology Semantic Navigation for AI-assisted Ideation

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-08-06T17:34:32.016226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:34:30.976899Z digest=sha256:d7e65db9756180411a867cffb65dd0faaa9ae9edd881bc205d7d1ef2ad592103

Observation 6b64f22b-275a-44d9-888c-7ab4adcfdcf0 · outbound

This paper cites Chain of Ideas: Revolutionizing Research Via Novel Idea Development with LLM Agents.

DeepResearch$^{\text{Eco}}$: A Recursive Agentic Workflow for Complex Scientific Question Answering in Ecology Chain of Ideas: Revolutionizing Research Via Novel Idea Development with LLM Agents

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T17:34:31.118606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:34:31.118606Z digest=sha256:eb8658ef0f8b58cef29c3ef5c810852d3b164ec8a9c3a012b42ca27bc4122315

Observation b27cc3bd-8b6b-43eb-9471-5279655cde36 · outbound

This paper cites Human-LLM Compound System for Scientific Ideation through Facet Recombination and Novelty Evaluation.

DeepResearch$^{\text{Eco}}$: A Recursive Agentic Workflow for Complex Scientific Question Answering in Ecology Human-LLM Compound System for Scientific Ideation through Facet Recombination and Novelty Evaluation

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-06T17:34:31.228362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:34:31.228362Z digest=sha256:09d67f4b6f9127c8e3dc4fcc2130342b1314221325f037a4ba08af8c2b80a3b7

Observation fb9a4c5e-cf59-40f6-bc7c-0002a36e2ff3 · outbound

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

DeepResearch$^{\text{Eco}}$: A Recursive Agentic Workflow for Complex Scientific Question Answering in Ecology The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T17:34:31.292653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:34:31.292653Z digest=sha256:2891a861b2444f759c0f5173514acd42f5f6864a36aec7b2c8dd8f53c0a7150e

Observation 2460b4af-3676-453c-9f4d-cc8a5ec9e17e · outbound

This paper cites Many Heads Are Better Than One: Improved Scientific Idea Generation by A LLM-Based Multi-Agent System.

DeepResearch$^{\text{Eco}}$: A Recursive Agentic Workflow for Complex Scientific Question Answering in Ecology Many Heads Are Better Than One: Improved Scientific Idea Generation by A LLM-Based Multi-Agent System

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T17:34:31.383675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:34:31.383675Z digest=sha256:2701081d69494469cade36b342661ba3b972a6cfe66d4cce66f1880b3f4f9cda

Observation 918864cf-f296-4638-8411-296f074e14e0 · outbound

This paper cites an unresolved cited work.

DeepResearch$^{\text{Eco}}$: A Recursive Agentic Workflow for Complex Scientific Question Answering in Ecology Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:34:32.599810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:34:31.476507Z digest=sha256:902ae037b0f74938f6a44f45dabdf9ca89f77c2a0d17b1b4abb2146160b3cd50

Observation d70db86a-cea0-4bb2-ac50-e42a3ed22d17 · outbound

This paper cites mechanism.

DeepResearch$^{\text{Eco}}$: A Recursive Agentic Workflow for Complex Scientific Question Answering in Ecology mechanism

Reference 18

Resolution
verified exact
doi, observed 2026-08-06T17:34:31.747995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:34:31.540715Z digest=sha256:32ae74ed4f27f487c35abe8b48375171fc256a0de6b6e22b227563388fbaf96b

Pith citing papers

No inbound Pith citation observations are available.