Signal Workbench

Co-mention network

11,902 orgs tracked
7d window80 visible signals91 distinct-entity pairs2,495 in full window410 pair universe33 bare co-mentions filtered from ledger33 generic-endpoints filtered from ledger5 notable civic connections classified, 5 snippet-verified4 generic-endpoints filtered from notable
Min shared docs|Layout|
Signal network of recent co-mentionsInteractive network showing organizations, public figures, topics, keywords, and events that appeared together in recent public documents. Nodes are sized by mention count; edges represent shared documents. This shows co-occurrence, not verified relationships.522University of Arkan…Fayetteville City Cou…WalmartBrotherton Brothers…New York Stock Exchan…Charleston, Arkansascremation arrangeme…New YorkInstagramworkforce developme…clean-up lienCommunity Services …Northwest Arkansas …rezoningTyson Foods
100%
Scroll / pinch to zoom · Drag to pan · Hover an edge to inspect · Zoom reveals more labels
64 signals · 58 pairs
Distinct-entity only
33 bare co-mentions hidden
Co-mention surface

Graph text summary

Top signals in this window: University of Arkansas (Organizations, 21 mentions, 5 co-mentions); Fayetteville City Council (Organizations, 18 mentions, 6 co-mentions); Walmart (Organizations, 7 mentions, 3 co-mentions); Brotherton Brothers Funeral Home and Flower Shop (Organizations, 6 mentions, 2 co-mentions); New York Stock Exchange (Organizations, 6 mentions, 5 co-mentions); Charleston, Arkansas (Topics, 5 mentions, 2 co-mentions)

Strongest co-mentions: New York with New York Stock Exchange (5 documents); University of Arkansas at Pine Bluff with Tyson Foods (2 documents); Arkansas Department of Transportation with Federal Highway Administration (2 documents); Pine Bluff with Tyson Foods (2 documents)

Visible links are distinct-entity co-mentions only. No self-alias edges were detected in this window. Edges are ranked by a notability score that combines document count with source diversity (+10% per independent source), cross-type relevance (+30% when endpoints are different entity types), endpoint specificity (×0.6 when one endpoint is a generic topic/keyword, ×0.3 when both are), recency (fresh connections get up to ×1.0, decaying to ×0.7 for connections inactive 30+ days — measured on both ingestion time and article publication date, so connections backed by recently published news surface above ones where old articles were recently scraped), and snippet evidence (proximity-weighted: ×1.0 when both entities appear in the same sentence within the evidence passage, ×0.9 when in the same paragraph, ×0.8 when far apart in the same passage, ×0.5 when no verifiable passage exists), so multi-source cross-type connections between named entities that are actively evolving and have same-sentence evidence surface above high-count single-source stale ones with weak proximity. On the canvas, brighter lines indicate more shared documents, and a brighter cyan ring around a node indicates more distinct co-mentioned entities (network hubness). Evidence-only mode is ON: the canvas draws only 58 of 91 edges — those with at least snippet evidence (both entities appear within 500 characters in the same document) or a classified civic relationship type (acquisition, funding, partnership, appointment, legal, policy, memorial, award, infrastructure, capital investment). 33 bare co-mentions with no verifiable passage and no nameable civic context are hidden so the visual graph shows only connections a reviewer can verify on the page. The canvas is currently arranged as concentric rings ordered by mention count. The canvas supports scroll-to-zoom and drag-to-pan for navigating dense clusters. Node labels are shown for the most-mentioned entities at default zoom; zooming in progressively reveals labels for smaller entities so dense clusters can be explored. Co-mention is not proof of partnership, ownership, causation, or endorsement.

Notable connections

Civic relationships identified from source evidence.

Each connection below has a classified civic relationship type — acquisition, funding, partnership, appointment, legal, policy, memorial, award, infrastructure, or capital investment — identified from evidence titles and snippets in the source documents. Both endpoints are named entities (organizations, people, or events); generic topic or keyword nodes that act as role titles or category labels are excluded so the surface shows named civic actors in real relationships. Single-source edges (backed by only one publisher) are excluded when enough multi-source alternatives exist — unless the relationship keyword appears in the same source passage as both entity names (snippet-verified), in which case the evidence is directly verifiable even from one publisher. This surfaces inherently single-source civic connections like corporate scholarship announcements and architecture commissions that are real signal but only reported by one outlet. These are not just co-mentions: each carries a nameable civic context that makes it more than two entity names appearing near each other. Connections marked “Snippet-verified” have the relationship keyword appearing in the source passage where both entities appear together — the most defensible classification, since the relationship verb is in the same context as both entity names. Connections marked “Title-classified” had the keyword found only in a source title, which is a weaker signal that the reviewer should verify. Connections are sorted by notability score (combining document count, source diversity, cross-type relevance, specificity, recency, snippet evidence, and snippet-verified classification confidence).
Classified relationships

5 notable civic connections in this window

  1. 01
    University of Arkansas at Pine Bluff + Tyson Foods
    FundingSnippet-verified
    Same-sentence

    University of Arkansas at Pine Bluff and Tyson Foods are connected through a funding (keyword: "funding"). A grant or funding commitment directs capital toward a specific civic purpose, tying the funder's priorities to the recipient's mission and signaling where regional investment is flowing. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.

    1 source · 2 documents · classification evidenceSingle source — verify

    Tyson Foods announced a $100,000 investment in the University of Arkansas at Pine Bluff Office of Career Services, opening Homecoming week with new funding for student career pre

    Tyson Foods invests $100,000 in UAPB Career Readiness and Workforce Resilience - Pine Bluff Commercial · Web Search Follow-up
    Corroborating sources
    Signal
    2
  2. 02
    Community Music School + Arkansas Flute Festival
    EventSnippet-verified
    Cross-typeSame-sentence

    Community Music School and Arkansas Flute Festival are connected through a event (keyword: "host"). An event hosting or sponsorship commitment ties one entity's venue, festival, or ceremony to another's participation or audience — a public-facing civic engagement, not a back-office transaction. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.

    1 source · 1 document · classification evidenceSingle source — verify

    The U of A's Community Music School will host the Arkansas Flute Festival on Saturday, Jan. 30, 2027. Flutists of all ages and playing levels are invited to join

    Arkansas Flute Festival Returns Jan. 30 With Guest Artist José Valentino · University of Arkansas News · 2026-10-08
    Signal
    1
  3. 03
    Kroger + Albertsons
    AcquisitionSnippet-verified
    Title co-mentionSame-sentence

    Kroger and Albertsons are connected through a acquisition (keyword: "merger"). An acquisition consolidates ownership and can reshape the local market, workforce, and supplier relationships tied to these entities — a structural change in who controls a civic asset. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.

    1 source · 1 document · classification evidenceSingle source — verify

    Albertsons demands Kroger pay $9B in failed merger 12 hours, 15 minutes ago by Sabrina Willmer and Bob Van Voris Bl

    Albertsons demands Kroger pay $9B in failed merger · NWA Democrat-Gazette Business · 2026-10-13
    Signal
    1
  4. 04
    Lockheed Martin + L3Harris
    AwardSnippet-verified
    Title co-mentionSame-sentence

    Lockheed Martin and L3Harris are connected through a award (keyword: "awarded"). An award confers public recognition from one entity to another, signaling esteem or accomplishment within a civic community and tying the giver's standing to the recipient's. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.

    1 source · 1 document · classification evidenceSingle source — verify

    L3Harris awarded $250 million contract to produce guided rocket motors for Lockheed Martin in East Camden 1 hour, 6 minutes ago by Bill Bowden Comments Lockheed Martin Missiles a

    L3Harris awarded $250 million contract to produce guided rocket motors for Lockheed Martin in East Camden · NWA Democrat-Gazette Business · 2026-10-12
    Signal
    1
  5. 05
    YouTube + Meta
    LegalSnippet-verified
    Same-paragraph

    YouTube and Meta are connected through a legal (keyword: "settlement"). A legal action places these entities on opposite sides of an adjudicated dispute with public consequences — a contested civic relationship, not a voluntary one. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.

    1 source · 1 document · classification evidenceSingle source — verify

    also urged its competitors, TikTok and YouTube, to adopt some of the standards it is implementing as a result of the settlement. The protections outlined in the Meta settlement cannot easily be applied to AI beca

    AI brings new risks for kids · NWA Democrat-Gazette Business · 2026-10-11
    Signal
    1
Desk read

What to notice first

Strongest co-mention
University of Arkansas at Pine Bluff + Tyson Foods
Funding

University of Arkansas at Pine Bluff and Tyson Foods are connected through a funding (keyword: "funding"). A grant or funding commitment directs capital toward a specific civic purpose, tying the funder's priorities to the recipient's mission and signaling where regional investment is flowing. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.

Co-mentioned in 2 documents after filtering same-entity aliases, downweighting boilerplate locality hubs, and scoring for source diversity, cross-type relevance, and recency. Verify the source context before treating it as meaningful.
Source: 1 source, 2 evidence rows

Tyson Foods announced a $100,000 investment in the University of Arkansas at Pine Bluff Office of Career Services, opening Homecoming week with new funding for student career pre

Tyson Foods invests $100,000 in UAPB Career Readiness and Workforce Resilience - Pine Bluff Commercial · Web Search Follow-up
Busiest signal
University of Arkansas
21 mentions in this window; next is Fayetteville City Council.
Coverage

2,415 lower-activity signals are counted but not drawn.

Lead signals

Most mentioned entities

  1. 1
    University of ArkansasOrganizations
    21 mentions
  2. 2
    Fayetteville City CouncilOrganizations
    18 mentions
  3. 3
    WalmartOrganizations
    7 mentions
  4. 4
    Brotherton Brothers Funeral Home and Flower ShopOrganizations
    6 mentions
  5. 5
    New York Stock ExchangeOrganizations
    6 mentions
  6. 6
    Bentonville Planning CommissionOrganizations
    5 mentions
Signal mix

Entity types on the board

Organizations
49
Events
14
Topics
11
Keywords
6
People
0
Pair ledger

The co-mentions to verify first.

These rows are sorted by notability score — a combination of document count, source diversity, cross-type relevance, endpoint specificity, recency (both ingestion time and article publication date), and snippet evidence. Same-entity aliases are filtered out, boilerplate locality edges (Bentonville, Fayetteville, Fort Smith, Northwest Arkansas, etc.) are downweighted, organizational hierarchy edges (corporate subsidiaries like Walmart + Sam's Club, military installations and their service branches and units, academic units at their parent institution like Walton College + University of Arkansas) are excluded because they are trivially true organizational facts rather than civic connections worth verifying, edges involving generic topic/keyword entities are penalized so connections between named orgs, people, and events surface first, single-source edges (backed by only one publisher) are penalized so corroborated multi-source connections rank higher, fresh connections that are actively evolving surface above stale ones (including publication-date recency so connections backed by recently published news rank above ones where old articles were recently scraped), and edges with no extractable text snippet (no passage where both entities appear within 500 characters of each other) are penalized so only verifiable connections reach the top. The ledger is further curated to only show defensible connections — edges with at least one evidence row carrying an extractable text snippet (both entities appear within 500 characters in the same document) or a classified civic relationship type (acquisition, funding, partnership, appointment, legal, policy, memorial, award, infrastructure, capital investment). Bare co-mention counts with no verifiable evidence and no nameable civic context are excluded so every visible pair is one a reviewer can verify on the page. Edges where one endpoint is a generic topic or keyword node (role titles like “chief operating officer”, category labels like “economic development”) are excluded from the ledger so only named civic actors — organizations, people, and events — appear in the lead rows. An entity-diversity cap prevents a single hub entity (e.g. Walmart) from filling more than 3 of the 10 ledger rows, so the surface shows diverse civic connections rather than one entity repeated with different partners — the strongest 4 edges are always shown, then entities already appearing 3+ times are skipped in favor of connections involving different civic actors. They are leads for source review, not verified relationship claims.\
Top pairings

7-day co-mention ledger

  1. Pair 01
    University of Arkansas at Pine Bluff + Tyson Foods
    FundingSnippet-verified

    University of Arkansas at Pine Bluff and Tyson Foods are connected through a funding (keyword: "funding"). A grant or funding commitment directs capital toward a specific civic purpose, tying the funder's priorities to the recipient's mission and signaling where regional investment is flowing. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.

    Same-sentence
    Co-mentioned in 2 documents. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.
    1 source — 1 evidence row: · classification evidence leads

    Tyson Foods announced a $100,000 investment in the University of Arkansas at Pine Bluff Office of Career Services, opening Homecoming week with new funding for student career pre

    Tyson Foods invests $100,000 in UAPB Career Readiness and Workforce Resilience - Pine Bluff Commercial · Web Search Follow-up · classification evidence
    Signal score2
  2. Pair 02
    Arkansas Department of Transportation + Federal Highway Administration
    Co-mention

    No specific civic relationship type identified from available evidence — verify the source context to determine if this is a meaningful connection.

    Co-mentioned in 2 documents. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.
    2 sources — 2 evidence rows:

    full support and hereby authorizes the Arkansas Department of Transportation to initiate action to implement this project. THIS RESOLUTION adopted this ______ day of __________________, _____. Stephanie Orman Mayor ATTEST: (SEAL) AGREEMENT OF UNDERSTANDING BETWEEN THE CITY OF BEN…

    Finance Committee agenda item (2026-10-13): Resolution Accepting Grant Funds from ARDOT for Eagle Way Tunnel & Trail · Bentonville Council Agenda Signals · 2026-10-08
    Signal score2
  3. Pair 03
    Youth Motivation Task Force + Tyson Foods
    Co-mention

    No specific civic relationship type identified from available evidence — verify the source context to determine if this is a meaningful connection.

    Co-mentioned in 2 documents. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.
    1 source — 1 evidence row:

    kforce Career Readiness Career Services Youth Motivation Task Force Education Arkansas PINE BLUFF, Ark. (KATV) — Tyson Foods will be investing $100,000 in the University of Arkansas at Pine B

    Tyson Foods investing $100,000 in UAPB Career Readiness and Workforce Resilience · Web Search Follow-up
    Signal score1
  4. Pair 04
    Youth Motivation Task Force + UAPB Office of Career Services
    Co-mention

    No specific civic relationship type identified from available evidence — verify the source context to determine if this is a meaningful connection.

    Co-mentioned in 2 documents. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.
    1 source — 1 evidence row:

    ,” said Shirley Cherry, director of the UAPB Office of Career Services. “Our students need to build professional skills, engage directly with employers, and develop the confidence and relationships that turn an education into a career. Tyson Foods’ investment will allow us to rea…

    Tyson Foods invests $100,000 in UAPB Career Readiness and Workforce Resilience - Pine Bluff Commercial · Web Search Follow-up
    Signal score1
  5. Pair 05
    Community Music School + Arkansas Flute Festival
    EventSnippet-verified

    Community Music School and Arkansas Flute Festival are connected through a event (keyword: "host"). An event hosting or sponsorship commitment ties one entity's venue, festival, or ceremony to another's participation or audience — a public-facing civic engagement, not a back-office transaction. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.

    Cross-typeSame-sentence
    Co-mentioned in 1 document. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.
    1 source — 1 evidence row: · classification evidence leads

    The U of A's Community Music School will host the Arkansas Flute Festival on Saturday, Jan. 30, 2027. Flutists of all ages and playing levels are invited to join

    Arkansas Flute Festival Returns Jan. 30 With Guest Artist José Valentino · University of Arkansas News · 2026-10-08 · classification evidence
    Signal score1
  6. Pair 06
    Kroger + Albertsons
    AcquisitionSnippet-verified

    Kroger and Albertsons are connected through a acquisition (keyword: "merger"). An acquisition consolidates ownership and can reshape the local market, workforce, and supplier relationships tied to these entities — a structural change in who controls a civic asset. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.

    Title co-mentionSame-sentence
    Co-mentioned in 1 document. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.
    1 source — 1 evidence row: · classification evidence leads

    Albertsons demands Kroger pay $9B in failed merger 12 hours, 15 minutes ago by Sabrina Willmer and Bob Van Voris Bl

    Albertsons demands Kroger pay $9B in failed merger · NWA Democrat-Gazette Business · 2026-10-13 · classification evidence
    Signal score1
  7. Pair 07
    Lockheed Martin + L3Harris
    AwardSnippet-verified

    Lockheed Martin and L3Harris are connected through a award (keyword: "awarded"). An award confers public recognition from one entity to another, signaling esteem or accomplishment within a civic community and tying the giver's standing to the recipient's. The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.

    Title co-mentionSame-sentence
    Co-mentioned in 1 document. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.
    1 source — 1 evidence row: · classification evidence leads

    L3Harris awarded $250 million contract to produce guided rocket motors for Lockheed Martin in East Camden 1 hour, 6 minutes ago by Bill Bowden Comments Lockheed Martin Missiles a

    L3Harris awarded $250 million contract to produce guided rocket motors for Lockheed Martin in East Camden · NWA Democrat-Gazette Business · 2026-10-12 · classification evidence
    Signal score1
  8. Pair 08
    Youth Motivation Task Force + University of Arkansas at Pine Bluff
    Co-mention

    No specific civic relationship type identified from available evidence — verify the source context to determine if this is a meaningful connection.

    Co-mentioned in 2 documents. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.
    1 source — 1 evidence row:

    kforce Career Readiness Career Services Youth Motivation Task Force Education Arkansas PINE BLUFF, Ark. (KATV) — Tyson Foods will be investing $100,000 in the University of Arkansas at Pine Bluff's Office of Career Services, opening the school's homecoming week

    Tyson Foods investing $100,000 in UAPB Career Readiness and Workforce Resilience · Web Search Follow-up
    Signal score1
  9. Pair 09
    Washington County Fairgrounds + Heart of the Ozarks Craft Fair
    Co-mention

    No specific civic relationship type identified from available evidence — verify the source context to determine if this is a meaningful connection.

    Co-mentioned in 1 document. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.
    1 source — 1 evidence row:

    across six covered buildings. The post Heart of the Ozarks Craft Fair returns to Washington County Fairgrounds Oct. 15-17 appeared first on Fayetteville Flyer .

    Heart of the Ozarks Craft Fair returns to Washington County Fairgrounds Oct. 15-17 · Fayetteville Flyer · 2026-10-14
    Signal score1
  10. Pair 10
    Walton Arts Center + Jim Henson's Fraggle Rock: Back to the Rock LIVE
    Co-mention

    No specific civic relationship type identified from available evidence — verify the source context to determine if this is a meaningful connection.

    Co-mentioned in 1 document. Distinct-entity pair, ranked by notability score (source diversity, cross-type, specificity, recency) — use this as a prompt to inspect the source context.
    1 source — 1 evidence row:

    The all-new stage adventure Jim Henson's Fraggle Rock: Back to the Rock LIVE is bringing your favorite characters to Walton Arts Center on Sunday, Nov. 1! The post <span class="sponsored">Sponsored</span> Fayetteville heads to the rock

    Sponsored Fayetteville heads to the rock! Jim Henson’s Fraggles make their Walton Arts Center debut Nov. 1 · Fayetteville Flyer · 2026-10-14
    Signal score1
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