Co-mention network
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.
Civic relationships identified from source evidence.
5 notable civic connections in this window
- 01University of Arkansas at Pine Bluff + Tyson FoodsFundingSnippet-verifiedSame-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 — verifyTyson 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-upCorroborating sourcesSignal2 - 02Community Music School + Arkansas Flute FestivalEventSnippet-verifiedCross-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 — verifyThe 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 · 2026-10-08Signal1 - 03Kroger + AlbertsonsAcquisitionSnippet-verifiedTitle 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 — verifyAlbertsons 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 · 2026-10-13Signal1 - 04Lockheed Martin + L3HarrisAwardSnippet-verifiedTitle 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 — verifyL3Harris 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 · 2026-10-12Signal1 - 05YouTube + MetaLegalSnippet-verifiedSame-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 — verifyalso 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 · 2026-10-11Signal1
What to notice first
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.
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-up2,415 lower-activity signals are counted but not drawn.
Most mentioned entities
- 1University of ArkansasOrganizations21 mentions
- 2Fayetteville City CouncilOrganizations18 mentions
- 3WalmartOrganizations7 mentions
- 4Brotherton Brothers Funeral Home and Flower ShopOrganizations6 mentions
- 5New York Stock ExchangeOrganizations6 mentions
- 6Bentonville Planning CommissionOrganizations5 mentions
Entity types on the board
The co-mentions to verify first.
7-day co-mention ledger
- Pair 01University of Arkansas at Pine Bluff + Tyson FoodsFundingSnippet-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-sentenceCo-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 leadsTyson 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 evidenceSignal score2 - Pair 02Arkansas Department of Transportation + Federal Highway AdministrationCo-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:City Council agenda item (2026-10-13): Federal-Aid Funding Agreement - Mission Trail Phase 2: A resolution to authorize an Agreement of Understanding with the Arkansas Department of Transportation and the Northwest Arkansas Regional Plan... · Fayetteville Council Agenda Signals · 2026-10-08full 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 · 2026-10-08Signal score2 - Pair 03Youth Motivation Task Force + Tyson FoodsCo-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-upSignal score1 - Pair 04Youth Motivation Task Force + UAPB Office of Career ServicesCo-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-upSignal score1 - Pair 05Community Music School + Arkansas Flute FestivalEventSnippet-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-sentenceCo-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 leadsThe 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 evidenceSignal score1 - Pair 06Kroger + AlbertsonsAcquisitionSnippet-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-sentenceCo-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 leadsAlbertsons 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 evidenceSignal score1 - Pair 07Lockheed Martin + L3HarrisAwardSnippet-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-sentenceCo-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 leadsL3Harris 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 evidenceSignal score1 - Pair 08Youth Motivation Task Force + University of Arkansas at Pine BluffCo-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-upSignal score1 - Pair 09Washington County Fairgrounds + Heart of the Ozarks Craft FairCo-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 · 2026-10-14Signal score1 - Pair 10Walton Arts Center + Jim Henson's Fraggle Rock: Back to the Rock LIVECo-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 · 2026-10-14Signal score1
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