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Paper Citation Record · LEDGER

Argus: Evidence Assembly for Scalable Deep Research Agents

As of 6 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 2 inbound Pith citation observations for arXiv:2605.16217.

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

pith.paper-citation-record.v1
2605.16217 v3

Coverage vector

measured 61 of 61 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-21T07:42:24.148398Z

measured 63 of 63 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T15:12:55.638767Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-03T10:27:56.503592Z

Reference resolution

61 of 61 outbound references displayed

  • verified exact25
  • verified fuzzy31
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ddccb505-bcea-486e-a1d0-66a6f8d29359 · outbound

This paper cites Deep research system card.

Argus: Evidence Assembly for Scalable Deep Research Agents Deep research system card

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.514844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation 1f46dbf5-91e8-44b0-bbf0-7d8f869e09f6 · outbound

This paper cites Gemini deep research overview.

Argus: Evidence Assembly for Scalable Deep Research Agents Gemini deep research overview

Reference 2

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verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.511167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:ed785400abad9e3f9529cd737556633adf6be20bd69ffd3c301b63762ba46aa6

Observation 51a7e0f4-8781-4d5e-bcfc-3a2f9d8e48cc · outbound

This paper cites Grok 3 beta — the age of reasoning agents, February 2025.

Argus: Evidence Assembly for Scalable Deep Research Agents Grok 3 beta — the age of reasoning agents, February 2025

Reference 3

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verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.513875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:2fa0f2b12c9b317cc5749c5615eb9fd8ea53114f6d3d90e86a063c966dab0482

Observation c58ece30-626e-4bd1-8ffb-15012922fea7 · outbound

This paper cites Tongyi DeepResearch Technical Report.

Argus: Evidence Assembly for Scalable Deep Research Agents Tongyi DeepResearch Technical Report

Reference 4

Resolution
verified exact
local_arxiv, observed 2026-05-21T07:44:02.996765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:6f4b20a0bc581f32daefb73949fe5057906fd1a0d9ce168aa1591e5f0b2fd106

Observation b5b64e5a-b88e-494f-8b15-e3cdf9fac97b · outbound

This paper cites Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou.

Argus: Evidence Assembly for Scalable Deep Research Agents Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.516843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:1948cdfbe4fb1d0ef51e1525b6aa030f239475024afd69f9e525fdae8168399e

Observation 96247f7a-d230-413f-aa8a-0f3fbc8b7e4f · outbound

This paper cites Solving math word problems with process- and outcome-based feedback.

Argus: Evidence Assembly for Scalable Deep Research Agents Solving math word problems with process- and outcome-based feedback

Reference 6

Resolution
verified exact
local_arxiv, observed 2026-05-21T07:44:02.984606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:f37a333b783348ecf69495c051ad274b7d95841774a6e0497ce8d767a5f90b1a

Observation a3fee959-b4d9-4ca0-aa09-35c3daee9fde · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Argus: Evidence Assembly for Scalable Deep Research Agents Training Verifiers to Solve Math Word Problems

Reference 7

Resolution
verified exact
local_arxiv, observed 2026-05-21T07:44:03.001917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:1971e3afc3fa13b0c02c23575f1fe0b61b807b679f9b8b250caab021d13394b8

Observation f68b1eaf-3b8c-47f8-a9bc-a7ec8f3ebba9 · outbound

This paper cites Scaling LLM test- time compute optimally can be more effective than scaling parameters for reasoning.

Argus: Evidence Assembly for Scalable Deep Research Agents Scaling LLM test- time compute optimally can be more effective than scaling parameters for reasoning

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.501882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:d29074667f3ee61320aed28d87cb2dfd43b9dcb3c3c53a91635229ebfea1aa01

Observation 0680f725-0cf4-4124-8ebb-103251c1466d · outbound

This paper cites Parallelmuse: Agentic parallel thinking for deep information seeking.

Argus: Evidence Assembly for Scalable Deep Research Agents Parallelmuse: Agentic parallel thinking for deep information seeking

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-21T07:44:02.995105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:8002a7fd037ec2cff4219fecfa1dd9c763e859b6beed0f36781b4d1f73e9e26b

Observation bcd8915b-59ef-4aab-8aa1-58e4392cfa9d · outbound

This paper cites Pacore: Learning to scale test-time compute with parallel coordinated reasoning.

Argus: Evidence Assembly for Scalable Deep Research Agents Pacore: Learning to scale test-time compute with parallel coordinated reasoning

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-05-21T07:44:03.000874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:99c84f5588b95ebeb42bb763d3e53a64187d8d5ce2025541e66d0f57e021d2a4

Observation 1b6f6892-e418-4ab9-b6d7-0086ebfc758e · outbound

This paper cites Large Language Monkeys: Scaling Inference Compute with Repeated Sampling.

Argus: Evidence Assembly for Scalable Deep Research Agents Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Reference 11

Resolution
metadata mismatch
local_arxiv, observed 2026-05-21T07:44:02.979309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:4dfb1dac508ade61c0a2e07ee94d9d114673cdd9ff1c79159d163adaa19ea8a1

Observation ccea9425-2bae-4270-b4c9-beade12f4291 · outbound

This paper cites Agentic Aggregation for Parallel Scaling of Long-Horizon Agentic Tasks.

Argus: Evidence Assembly for Scalable Deep Research Agents Agentic Aggregation for Parallel Scaling of Long-Horizon Agentic Tasks

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-05-21T07:44:02.974228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:137791b52c96eaea9886c21b3de723f1ddf6874ddfa95c620e872b5d52236346

Observation 2aee5311-7288-451c-ab14-29a3067a5154 · outbound

This paper cites Pushing test-time scaling limits of deep search with asymmetric verification.

Argus: Evidence Assembly for Scalable Deep Research Agents Pushing test-time scaling limits of deep search with asymmetric verification

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.495749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:982830ee92ef239c92c991942b188315f9cb5dfae95020265688ca6e2f6d69a1

Observation d4347ff9-d16b-4e14-824f-a7d3667d8a2f · outbound

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

Argus: Evidence Assembly for Scalable Deep Research Agents Kimi K2.5: Visual Agentic Intelligence

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-05-21T07:44:02.966521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:605fc11a30ca40540c4f763285a8c2795e664d0895de09ec64cf8cd79f6d9f4f

Observation 62e5c425-ab45-44b6-9a38-c9a4ab99bda9 · outbound

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

Argus: Evidence Assembly for Scalable Deep Research Agents React: Synergizing reasoning and acting in language models

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.497833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:e542aa63d03b3f75d4792c1a8252bc72e91151e77658a50d7050220015fb2b9f

Observation efff23de-5837-46f9-b8f5-c53067569a3f · outbound

This paper cites WebGPT: Browser-assisted question-answering with human feedback.

Argus: Evidence Assembly for Scalable Deep Research Agents WebGPT: Browser-assisted question-answering with human feedback

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-05-21T07:44:02.968870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:12f3823adbf1b7bd6c64177f70bc347ec09aa890800efdd9fb023a48123f1d22

Observation 0295f978-fd4a-4f89-b62f-e62af186befa · outbound

This paper cites WebArena: A Realistic Web Environment for Building Autonomous Agents.

Argus: Evidence Assembly for Scalable Deep Research Agents WebArena: A Realistic Web Environment for Building Autonomous Agents

Reference 17

Resolution
metadata mismatch
local_arxiv, observed 2026-05-21T07:44:02.976746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:3453b19d943ffe674f5c46afbd2bb06087b6d1c8d418750ea3a3649d069dd16b

Observation d3bde5d2-2614-421f-be6c-a6fd268ae7cf · outbound

This paper cites Search-o1: Agentic search-enhanced large reasoning models.

Argus: Evidence Assembly for Scalable Deep Research Agents Search-o1: Agentic search-enhanced large reasoning models

Reference 18

Resolution
verified exact
doi, observed 2026-05-21T07:44:02.581431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:8c4f647dc00c4d87f47d1e060830a47f66473032b8c9bbd4a822385351a4b836

Observation 8d5de88c-9de3-462b-b5ff-cfae606c6de4 · outbound

This paper cites Tree of thoughts: Deliberate problem solving with large language models.Ad- vances in neural information processing systems, 36:11809–11822.

Argus: Evidence Assembly for Scalable Deep Research Agents Tree of thoughts: Deliberate problem solving with large language models.Ad- vances in neural information processing systems, 36:11809–11822

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.493885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:f396d5e9aaa312dbbd6b02fb10784c45e981fc9ce16589e5d0ef1fdc6b8a2640

Observation 396942f9-2730-4238-b728-275aee7bb8e1 · outbound

This paper cites From Local to Global: A Graph RAG Approach to Query-Focused Summarization.

Argus: Evidence Assembly for Scalable Deep Research Agents From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Reference 20

Resolution
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local_arxiv, observed 2026-05-21T07:44:02.999447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:b2b0e5fbfdc22d830bc0409f3f92b25bd991003a83e213c3699ceaeff2f7abc4

Observation 076f72f3-4f2f-4f77-9e14-7d85bdab524d · outbound

This paper cites HippoRAG: Neurobiologically inspired long-term memory for large language models.

Argus: Evidence Assembly for Scalable Deep Research Agents HippoRAG: Neurobiologically inspired long-term memory for large language models

Reference 21

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raw_fallback, observed 2026-05-21T07:44:03.517763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:4cf3b9ff92cb0e541bdac4ff3b6f1463f9615bd2b0b402b3ba8cf489f55f6042

Observation f64475e5-1974-4269-8e6c-2981f4f993ef · outbound

This paper cites Proceedings of the 2023.

Argus: Evidence Assembly for Scalable Deep Research Agents Proceedings of the 2023

Reference 22

Resolution
metadata mismatch
doi, observed 2026-05-21T07:44:02.583596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:22909adddf0efac24fe13edca6dd112497dba8e66afd101cad4bc25aa8c7a083

Observation e23596dd-ab94-4d4b-aa72-44634b34935b · outbound

This paper cites Long-form factuality in large language models.

Argus: Evidence Assembly for Scalable Deep Research Agents Long-form factuality in large language models

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.510166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:4949552b4d6307b261dc5ec7a0425a7a6aed6b6818205a88d14cd4686a1c7ac9

Observation b22578d2-0d39-4c39-9c7d-fcbaff1055cf · outbound

This paper cites Factool: Factuality detection in generative AI - a tool augmented framework for multi-task and multi-domain scenarios.

Argus: Evidence Assembly for Scalable Deep Research Agents Factool: Factuality detection in generative AI - a tool augmented framework for multi-task and multi-domain scenarios

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.502571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:ed449fb2e51838caee6ad47c8396e6744443e041d989dbbfbad930cbe33b0ef2

Observation d0b63fdc-303f-4a97-917f-79d15878e17c · outbound

This paper cites Chain-of-verification reduces hallucination in large language models.

Argus: Evidence Assembly for Scalable Deep Research Agents Chain-of-verification reduces hallucination in large language models

Reference 25

Resolution
verified exact
doi, observed 2026-05-21T07:44:02.585449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:9087bc635d5f810f3333ddffdeb1f4dc9b381091d61456b0bff35e1d367fa86a

Observation 2df6a5d6-ca6f-4c96-afcb-d26c962fb6ae · outbound

This paper cites Self-refine: Iterative refinement with self-feedback.

Argus: Evidence Assembly for Scalable Deep Research Agents Self-refine: Iterative refinement with self-feedback

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.496736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:06cc0336aeb24233b56ee0b50fd4cbed1d096ac15dc979ac05b4a925ff9c86bd

Observation 34b6abc9-2125-4d0a-a50e-58329cb2e788 · outbound

This paper cites Smith, and Mike Lewis.

Argus: Evidence Assembly for Scalable Deep Research Agents Smith, and Mike Lewis

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.503454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:cfb1a0d275a6c5d86c4935255e3e374aaf7a9643e526f4e5ed6a933873c08d0f

Observation dada0eba-80ef-4c3e-b30d-5c10cc3931f3 · outbound

This paper cites Qwen3.5: Accelerating productivity with native multimodal agents, February.

Argus: Evidence Assembly for Scalable Deep Research Agents Qwen3.5: Accelerating productivity with native multimodal agents, February

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.500688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:56bbf3e2a12f9f14cadfd7afab1852237eb91c5bf54d2c255acbc8a14699f8fd

Observation 63c054b6-58b9-4b87-8832-f3fa34055b89 · outbound

This paper cites an unresolved cited work.

Argus: Evidence Assembly for Scalable Deep Research Agents Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-05-21T07:44:03.506651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:1504a25b36bba23f4deb4d12526776e39b656b32ed9ce7e107b2870d8a748898

Observation 3d5ec2d4-32b2-4659-867d-594a59658c69 · outbound

This paper cites WebSailor: Navigating Super-human Reasoning for Web Agent.

Argus: Evidence Assembly for Scalable Deep Research Agents WebSailor: Navigating Super-human Reasoning for Web Agent

Reference 30

Resolution
verified exact
local_arxiv, observed 2026-05-21T07:44:02.984785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:9f0db5a89a1c88b9c3cd8fd3c658d01d38aa2a6e7525f15f60c5964fd35d6800

Observation ff28d426-7119-4b8c-81c5-e13682c23ad5 · outbound

This paper cites Websailor-v2: Bridging the chasm to proprietary agents via synthetic data and scalable rein- forcement learning.

Argus: Evidence Assembly for Scalable Deep Research Agents Websailor-v2: Bridging the chasm to proprietary agents via synthetic data and scalable rein- forcement learning

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.504478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:b5f6999a16fae4474f50a251e06345e313bf1d8d8a120d9972db67b26507ecc7

Observation 3642fd2b-57ac-4ba8-93a5-cbea2486c4cd · outbound

This paper cites an unresolved cited work.

Argus: Evidence Assembly for Scalable Deep Research Agents Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-05-21T07:44:03.508400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:24564f82dd9f5fbd77ff6e61d7d5530a21fe336d275b2f54adfe748fb34cd9a9

Observation a3a9724c-8a20-4af4-896e-b3c5e2b77718 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Argus: Evidence Assembly for Scalable Deep Research Agents DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-05-21T07:44:02.989697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:6c3db6bded00d2cd4ab8b9ab827669243d575833190bf1e4c605be0485cc0b74

Observation 24f64367-2593-48ee-95ca-fb2370d173b3 · outbound

This paper cites Let’s verify step by step.

Argus: Evidence Assembly for Scalable Deep Research Agents Let’s verify step by step

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.462767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:5d9e25a1714c362e953a3d4d2b249ecbf279abccf158ae4955e69f953c953fc6

Observation 912de9f3-ac6c-42ac-a851-b1f89cf5dd8d · outbound

This paper cites Browsecomp: A simple yet challenging benchmark for browsing agents.

Argus: Evidence Assembly for Scalable Deep Research Agents Browsecomp: A simple yet challenging benchmark for browsing agents

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.467116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:c7b6e790cb5d0bf4bb937f30e6ec49228bd2404b0c804f788d85271a0283dd5d

Observation 0a001d36-5de1-4bf1-8362-c064de1e14be · outbound

This paper cites BrowseComp-ZH: Benchmarking Web Browsing Ability of Large Language Models in Chinese.

Argus: Evidence Assembly for Scalable Deep Research Agents BrowseComp-ZH: Benchmarking Web Browsing Ability of Large Language Models in Chinese

Reference 36

Resolution
verified exact
local_arxiv, observed 2026-05-21T07:44:02.992354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:3b0aed1316da378d2472fd7cbcc5362b5e0a4c84d19f95c5d1a6b60e99091683

Observation 8152d77d-739b-49a0-a8fb-3eb4faefb282 · outbound

This paper cites xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations.

Argus: Evidence Assembly for Scalable Deep Research Agents xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations

Reference 37

Resolution
verified exact
arxiv_id, observed 2026-05-21T07:44:02.954738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:47145377ee5f1ef5a2f249f50545f8d41db0493431392b1f9963439e0415dd22

Observation 2f66c7b8-6d52-41da-a096-b8b75b1a8751 · outbound

This paper cites Gaia: a benchmark for general ai assistants.

Argus: Evidence Assembly for Scalable Deep Research Agents Gaia: a benchmark for general ai assistants

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.476823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:c9722681c24279c1be7d82ce590aad5becc977f52af5f9a2b883156ba2cd18e2

Observation 0b47e39c-92ec-4590-9c47-90f191fbb4b1 · outbound

This paper cites SealQA: Raising the Bar for Reasoning in Search-Augmented Language Models.

Argus: Evidence Assembly for Scalable Deep Research Agents SealQA: Raising the Bar for Reasoning in Search-Augmented Language Models

Reference 39

Resolution
verified exact
local_arxiv, observed 2026-05-21T07:44:02.987216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:ec598e74c8fbd7964816301c889f7c4f39e6c7f497f85f3235b519e841d7a5ad

Observation 38c3bfc5-04db-426f-af04-75c37f12efca · outbound

This paper cites Humanity's Last Exam.

Argus: Evidence Assembly for Scalable Deep Research Agents Humanity's Last Exam

Reference 40

Resolution
verified exact
local_arxiv, observed 2026-05-21T07:44:02.967776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:625037f0fd41adcedd2bf8cb2377258c0791831d71447202e85dd9c43b5f84f3

Observation 6cd9e5be-3746-4201-9c8d-7ee7cd1488da · outbound

This paper cites Frontierscience: Evaluating ai’s ability to perform expert-level scientific tasks.

Argus: Evidence Assembly for Scalable Deep Research Agents Frontierscience: Evaluating ai’s ability to perform expert-level scientific tasks

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-05-21T07:44:02.957444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:8a1ea7c1d25a581abc7f6b5a0aa48789c611cad9655ca65514b7691ddc5ca223

Observation cc63b825-a71e-4de1-9fd1-8cd97a56d39b · outbound

This paper cites Openai gpt-5.2 system card.

Argus: Evidence Assembly for Scalable Deep Research Agents Openai gpt-5.2 system card

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.478931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:91ed7496558ea5f58422c97b52c7d852f613987b4d5db83b1faef468473633fc

Observation 3790bb3b-0bd5-470e-9cec-e6534f547d6c · outbound

This paper cites System card claude sonnet 4.6.

Argus: Evidence Assembly for Scalable Deep Research Agents System card claude sonnet 4.6

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.518813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:dddf9aa238b39de9ee1ee1ba87e46f2c2d7874eb2e557b7fdef1a475c8c745b6

Observation ad4b786c-209a-4d2b-ad4d-fe84e76deecc · outbound

This paper cites Seed 2.0 model card: Towards intelligence frontier for real-world complex- ity.

Argus: Evidence Assembly for Scalable Deep Research Agents Seed 2.0 model card: Towards intelligence frontier for real-world complex- ity

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.519536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:fe3e9545052662a00ef364035fe6c29c063062e5ffa20cbe999a75420580dc9e

Observation 04f46956-9333-4efd-974c-819231ef7188 · outbound

This paper cites GLM-5: from Vibe Coding to Agentic Engineering.

Argus: Evidence Assembly for Scalable Deep Research Agents GLM-5: from Vibe Coding to Agentic Engineering

Reference 45

Resolution
verified exact
local_arxiv, observed 2026-05-21T07:44:02.990465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:f0a45ac8826b9b85700f52a57afe1fa4a354b39b39758e647b8fb44dd284bdad

Observation 0131f8fa-d5d8-408b-a8fd-794284dba6c5 · outbound

This paper cites Kimi k2.6 technical blog.

Argus: Evidence Assembly for Scalable Deep Research Agents Kimi k2.6 technical blog

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.509466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:cfc2dfb3a9ea25c73a53d403dd9d5085e0c1b4423e90699a83dde7e909287495

Observation 068f88bb-667e-4e7f-8622-4dd788a178d1 · outbound

This paper cites Deepseek v4 technical report.

Argus: Evidence Assembly for Scalable Deep Research Agents Deepseek v4 technical report

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.507664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:0f374ce595f70f83dc3e8ba5aae476787012dd2ff0d1ad29507389aeffca3f95

Observation c2d8655b-620a-4c0a-9d9b-2bed65b3221d · outbound

This paper cites Mirothinker-1.7 & h1: Towards heavy-duty research agents via verification.

Argus: Evidence Assembly for Scalable Deep Research Agents Mirothinker-1.7 & h1: Towards heavy-duty research agents via verification

Reference 48

Resolution
verified exact
arxiv_id, observed 2026-05-21T07:44:02.993512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:2d1cee3e422bf6c74c8059d38703fe1a47c517e9a0cc5bded8f491a666ea1e7d

Observation 45abff22-77a5-4679-bc64-162e8b5bc5d0 · outbound

This paper cites Webwalker: Benchmarking llms in web traversal.

Argus: Evidence Assembly for Scalable Deep Research Agents Webwalker: Benchmarking llms in web traversal

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.520505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:03befc087a4e2a4d94a0ed60147ae861ab313c5a37b0811b7834172c2ca8d8db

Observation 14b8fda9-f299-4fb8-831a-0ebce0b12acd · outbound

This paper cites Webthinker: Empowering large reasoning models with deep research capability.Advances in Neural Information Processing Systems, 38:120091–120131.

Argus: Evidence Assembly for Scalable Deep Research Agents Webthinker: Empowering large reasoning models with deep research capability.Advances in Neural Information Processing Systems, 38:120091–120131

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.484961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:dab420e1d2ba5c9d226bb32ec09ce510be9715c2381c1831fa69a938f6490a10

Observation cb46b44c-d7f9-4e1b-a956-150fb7d05eea · outbound

This paper cites Webdancer: Towards autonomous information seeking agency.

Argus: Evidence Assembly for Scalable Deep Research Agents Webdancer: Towards autonomous information seeking agency

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.487082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:b465dd223ad90bcd3fbd76e1f709df2558ca2af163ba7890a400148dc91d4b0c

Observation 448705b1-2dd5-4cd0-b89b-1dcc2df70892 · outbound

This paper cites Webresearcher: Unleashing unbounded reasoning capability in long-horizon agents.

Argus: Evidence Assembly for Scalable Deep Research Agents Webresearcher: Unleashing unbounded reasoning capability in long-horizon agents

Reference 52

Resolution
verified exact
arxiv_id, observed 2026-05-21T07:44:03.006667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:0902a92c519b5af00730754f494793116f28675255dc5cd1641245d483aa432f

Observation 084a1b7e-90d6-4553-9734-771274e7f5fd · outbound

This paper cites Webexplorer: Exploreandevolvefortraininglong-horizonwebagents.arXivpreprint.

Argus: Evidence Assembly for Scalable Deep Research Agents Webexplorer: Exploreandevolvefortraininglong-horizonwebagents.arXivpreprint

Reference 53

Resolution
verified exact
arxiv_id, observed 2026-05-21T07:44:02.973443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:360f19d32b6af536ae8a23107ba63c0f4b1d2e347aefe80baa80e92efa79a507

Observation 01cc299f-400b-4f14-a22a-4c548091bc61 · outbound

This paper cites Agentfold: Long-horizon web agents with proactive context management.

Argus: Evidence Assembly for Scalable Deep Research Agents Agentfold: Long-horizon web agents with proactive context management

Reference 54

Resolution
verified exact
arxiv_id, observed 2026-05-21T07:44:03.003554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:98c4d9d7653077ed9cc9b53921b963d6f43473e61d89f3b138367ada4688243c

Observation bc8c672c-8fb5-4a4d-afaf-c406d4fe6c79 · outbound

This paper cites Resum: Unlocking long-horizon search intelligence via context summarization.

Argus: Evidence Assembly for Scalable Deep Research Agents Resum: Unlocking long-horizon search intelligence via context summarization

Reference 55

Resolution
verified exact
arxiv_id, observed 2026-05-21T07:44:03.012706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:3c78a450267644428f00fe475eb67011c376827f86bd29c3ff6a373915beeeed

Observation 34b4ee54-8306-4b74-94bb-0a4d3a90f241 · outbound

This paper cites Reasoning with language model is planning with world model.

Argus: Evidence Assembly for Scalable Deep Research Agents Reasoning with language model is planning with world model

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.480377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:6700688456eb22a561552c9f008e764d770ceea0c9ac962a68cee3b8d4f5cc57

Observation f1db5584-7823-4307-b9f3-60d372aa95bb · outbound

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

Argus: Evidence Assembly for Scalable Deep Research Agents Autogen: Enabling next-gen llm applications via multi-agent conversations

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.482187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:c8f28b9854bdc3ce2bd2918969012ccf8de5d67280e8b10ef9eabdb9269e8585

Observation 538ad60c-832d-4672-81e9-5168dbb2d648 · outbound

This paper cites Camel: Communicative agents for" mind" exploration of large language model society.Advances in neural information processing systems, 36:51991–52008.

Argus: Evidence Assembly for Scalable Deep Research Agents Camel: Communicative agents for" mind" exploration of large language model society.Advances in neural information processing systems, 36:51991–52008

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.494956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:c0aa7bc2506c1f99e24a592b1f86545417e8801592dd3723722ff4146b85c2c4

Observation 62047f19-707d-4b7d-92f7-e279d477585f · outbound

This paper cites Metagpt: Meta programming for a multi-agent collaborative framework.

Argus: Evidence Assembly for Scalable Deep Research Agents Metagpt: Meta programming for a multi-agent collaborative framework

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.511827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:f801c73116a8dab58f1a1f8bfc6caab9ca84751b8c97375c77c2f0bc708a5dc2

Observation 6e505ae6-5347-4fba-ae41-5bc88a8045a1 · outbound

This paper cites Improving factuality and reasoning in language models through multiagent debate.

Argus: Evidence Assembly for Scalable Deep Research Agents Improving factuality and reasoning in language models through multiagent debate

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T07:44:03.515945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:ced58e4bb8b938352c81e64bc2cb6a6ef2e0a72263ac59a83560f6ddae11146a

Observation 61d1ba3d-d915-435f-aeaa-94f4b4c66f83 · outbound

This paper cites Mindstorms in natural language-based societies of mind.

Argus: Evidence Assembly for Scalable Deep Research Agents Mindstorms in natural language-based societies of mind

Reference 61

Resolution
verified exact
arxiv_id, observed 2026-05-21T07:44:03.009596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T07:42:24.148398Z digest=sha256:18daaebf66b60f58a6de89dc4143b7957b103842d1bff55599f6c56c2ab35bf5

Pith citing papers

Observation 311b105f-6274-4041-86de-82c1eb115d6e · inbound

FORT-Searcher: Synthesizing Shortcut-Resistant Search Tasks for Training Deep Search Agents cites this paper.

FORT-Searcher: Synthesizing Shortcut-Resistant Search Tasks for Training Deep Search Agents Argus: Evidence Assembly for Scalable Deep Research Agents

Reference 80

Resolution
metadata mismatch
local_arxiv, observed 2026-07-03T10:27:56.504990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-06-27T10:01:45.332920Z digest=sha256:4a9ef12e32b8cc19a3e986d38c382e5e9adb3c6c720bf1bd0d9cf3a17d91f0c6

Observation 89c03f4b-e1f6-481c-ad44-a34be4563e1a · inbound

Fetch-then-Explore: Decoupling Selection from Extraction over a Persistent Workspace for Search Agents cites this paper.

Fetch-then-Explore: Decoupling Selection from Extraction over a Persistent Workspace for Search Agents Argus: Evidence Assembly for Scalable Deep Research Agents

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-04T15:12:55.638767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T15:12:55.638767Z digest=sha256:9e9fdf299c0f1fb3bbd6dd0835140e1008e00879219c268bb43d63876feba2f9