Co-mention network
Graph text summary
Top signals in this window: University of Arkansas (Organizations, 110 mentions, 16 co-mentions); Walmart (Organizations, 84 mentions, 12 co-mentions); Tyson Foods (Organizations, 19 mentions, 4 co-mentions); workforce development (Topics, 19 mentions, 5 co-mentions); Sam's Club (Organizations, 15 mentions, 2 co-mentions); NWA Democrat-Gazette (Organizations, 13 mentions, 2 co-mentions)
Strongest co-mentions: Bentonville Bike Fest with OZ Trails Bike Park (5 documents); Northwest Health with Freeman Health System (4 documents); Generations Bank with Good Morning Fayetteville (3 documents); workforce development with Ziplines Education (4 documents)
Visible links are distinct-entity co-mentions only. No self-alias edges were detected in this window. 24 navigation-boilerplate edges (social-media page chrome scraped as content, e.g. Meta ↔ Instagram from a Facebook footer) were suppressed. 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 (×0.5 when no passage exists where both entities appear within 500 characters of each other), so multi-source cross-type connections between named entities that are actively evolving surface above high-count single-source stale ones involving generic topics. 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 56 of 92 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). 36 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
- 01Northwest Health + Freeman Health SystemAcquisitionSnippet-verified
Northwest Health and Freeman Health System are connected through a acquisition (keyword: "acquisition"). The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
2 sources · 4 documents · classification evidenceJoplin, Mo.-based Freeman Health System said Monday (June 1) that it has completed the acquisition of Springdale-based Northwest Health, a subsidiary of Franklin, Tenn.-based Community Health Systems Inc. The purchase
Freeman Health completes $110 million purchase of Northwest Health · Talk Business & Politics · 2026-06-02Corroborating sourcesFreeman Health System celebrates the transition from Northwest Health | Northwest Arkansas Democrat-Gazette · Web Search Follow-upNorthwest Health | Freeman Health · Web Search Follow-upFreeman Health System | Locally Owned. Nationally Recognized. · Web Search Follow-upSignal4 - 02Generations Bank + Good Morning FayettevilleEventSnippet-verified
Generations Bank and Good Morning Fayetteville are connected through a event (keyword: "Invites the Community to"). The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
1 source · 3 documents · classification evidenceSingle source — verifyeatured Story May 28, 2026 • 1 min read Generations Bank Invites the Community to Good Morning Fayetteville Together With Generations Bank NWA Daily Featured Story
Home | NWA Daily · Web Search Follow-upCorroborating sourcesHome | NWA Daily · Web Search Follow-upHome | NWA Daily · Web Search Follow-upSignal4 - 03Ebbing Air National Guard Base + Fort Smith Board of DirectorsPolicySnippet-verified
Ebbing Air National Guard Base and Fort Smith Board of Directors are connected through a policy (keyword: "approved"). The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
1 source · 3 documents · classification evidenceSingle source — verifys first cadre of F-35 pilots trained at Ebbing Air National Guard Base in Fort Smith. On May 19, 2026, the Fort Smith Board of Directors approved a resolution authorizing the Friendship Pact, “recognizing t
Officials from Fort Smith and Poland sign Friendship Pact, mark arrival of F-35 jets · Talk Business & Politics · 2026-06-18Corroborating sourcesWater system needs, budget priorities part of Fort Smith Board strategy session · Talk Business & Politics · 2026-06-28Officials from Fort Smith and Poland sign Friendship Pact, mark arrival of F-35 jets · Talk Business & Politics · 2026-06-18Signal2 - 04Walmart + Sam's ClubEventSnippet-verified
Walmart and Sam's Club are connected through a event (keyword: "Host"). The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
2 sources · 4 documents · classification evidenceU of A to Host Walmart Associates This Week; What to Know About Navigating Campus May. 25, 2026 Photo: Submitted The U of A will host thousands of Walmart U.S., Sam's Club and Walmart International employees next week for the company's annual
U of A to Host Walmart Associates This Week; What to Know About Navigating Campus | Arkansas News | University of Arkansas · Web Search Follow-upCorroborating sourcesAnother Sam’s Club exec exits the company · Talk Business & Politics · 2026-06-10Sam’s Club names new chief operating officer · Talk Business & Politics · 2026-06-03Signal2 - 05University of Arkansas + CentraleSupélecPartnershipSnippet-verified
University of Arkansas and CentraleSupélec are connected through a partnership (keyword: "collaboration"). The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
1 source · 3 documents · classification evidenceSingle source — verifyConsulate had the opportunity to visit University of Arkansas at Fayetteville, a public institution founded in 1871. We celebrated the French-American Innovation Day (FAID) and the opening of the Smart Ferroic Materials Center (SFMC) in collaboration with CentraleSupélec and the…
Last month, the Service for Science and Technology (SST) based at the Houston Consulate had the opportunity to visit University of Arkansas at Fayetteville, a public institution founded in 1871. We… | Noelly R. · Web Search Follow-upCorroborating sourcesSignal1
What to notice first
Skip to content Joe Jacobs Bentonville Bike Fest 2026 and OZ Trails Bike Park Grand Opening Put Arkansas at the Center of the Cycling World June 9, 202
Bentonville Bike Fest 2026 and OZ Trails Bike Park Grand Opening Put Arkansas at the Center of the Cycling World | Arkansas Outside · Web Search Follow-upSkip to content Joe Jacobs Bentonville Bike Fest 2026 and OZ Trails Bike Park Grand Opening Put Arkansas at the Center of the Cycling World June 9, 202
Bentonville Bike Fest 2026 and OZ Trails Bike Park Grand Opening Put Arkansas at the Center of the Cycling World | Arkansas Outside · Web Search Follow-up9,495 lower-activity signals are counted but not drawn.
Most mentioned entities
- 1University of ArkansasOrganizations110 mentions
- 2WalmartOrganizations84 mentions
- 3Tyson FoodsOrganizations19 mentions
- 4workforce developmentTopics19 mentions
- 5economic developmentTopics18 mentions
- 6Sam's ClubOrganizations15 mentions
Entity types on the board
The co-mentions to verify first.
30-day co-mention ledger
- Pair 01Bentonville Bike Fest + OZ Trails Bike ParkCo-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 5 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 — 5 evidence rows:Skip to content Joe Jacobs Bentonville Bike Fest 2026 and OZ Trails Bike Park Grand Opening Put Arkansas at the Center of the Cycling World June 9, 202
Bentonville Bike Fest 2026 and OZ Trails Bike Park Grand Opening Put Arkansas at the Center of the Cycling World | Arkansas Outside · Web Search Follow-upSkip to content Joe Jacobs Bentonville Bike Fest 2026 and OZ Trails Bike Park Grand Opening Put Arkansas at the Center of the Cycling World June 9, 202
Bentonville Bike Fest 2026 and OZ Trails Bike Park Grand Opening Put Arkansas at the Center of the Cycling World | Arkansas Outside · Web Search Follow-upUp and going: Bella Vista’s OZ Trails Bike Park opens to public with governor on hand | Northwest Arkansas Democrat-Gazette · Web Search Follow-upUp and going: Bella Vista’s OZ Trails Bike Park opens to public with governor on hand | Northwest Arkansas Democrat-Gazette · Web Search Follow-upArkansas' One-Of-A-Kind Mountain Bike Park In The Ozarks Is Opening In 2026 | Avid Cyclist · Web Search Follow-upSignal score5 - Pair 02Northwest Health + Freeman Health SystemAcquisition
Northwest Health and Freeman Health System are connected through a acquisition (keyword: "acquisition"). The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
Co-mentioned in 4 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 — 4 evidence rows:Joplin, Mo.-based Freeman Health System said Monday (June 1) that it has completed the acquisition of Springdale-based Northwest Health, a subsidiary of Franklin, Tenn.-based Community Health Systems Inc. The purchase
Freeman Health completes $110 million purchase of Northwest Health · Talk Business & Politics · 2026-06-02Freeman Health System celebrates the transition from Northwest Health 1 hour, 41 minutes ago by Jada Robison Attendees celebrate Tuesday during a ribbon-cutting event at
Freeman Health System celebrates the transition from Northwest Health | Northwest Arkansas Democrat-Gazette · Web Search Follow-upFreeman Health System - Northwest Health Freeman Health System To Welcome Northwest Health Freeman Health System will soon welcome Northwest
Northwest Health | Freeman Health · Web Search Follow-upHealth System Completes Acquisition of Northwest Health Expanding Regional Care Read More Honoring Joplin and the Strength of our Team A Message from Matt Fry Read More What can we help you find today? Physician Finder Locations Bill Pay Urgent Care Wait Times Save My Spot Online…
Freeman Health System | Locally Owned. Nationally Recognized. · Web Search Follow-upSignal score4 - Pair 03Generations Bank + Good Morning FayettevilleEvent
Generations Bank and Good Morning Fayetteville are connected through a event (keyword: "Invites the Community to"). The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
Co-mentioned in 3 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 — 3 evidence rows:eatured Story May 28, 2026 • 1 min read Generations Bank Invites the Community to Good Morning Fayetteville Together With Generations Bank NWA Daily Featured Story
Home | NWA Daily · Web Search Follow-upeatured Story May 28, 2026 • 1 min read Generations Bank Invites the Community to Good Morning Fayetteville Together With Generations Bank NWA Daily Featured Story
Home | NWA Daily · Web Search Follow-upeatured Story May 28, 2026 • 1 min read Generations Bank Invites the Community to Good Morning Fayetteville Together With Generations Bank NWA Daily Featured Story
Home | NWA Daily · Web Search Follow-upSignal score4 - Pair 04Walmart + University of ArkansasCo-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 10 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 — 5 evidence rows:For more than half a half-century Walmart has celebrated its successes annually with its employees and shareholders, from early picnics on the Bentonville lawn of founders Helen and Sam Walton to the star-studded spectacle held at Bud Walton Arena at the University of Arkansas si…
Walmart leaders note company history, push AI adoption · Talk Business & Politics · 2026-06-06For more than half a half-century Walmart has celebrated its successes annually with its employees and shareholders, from early picnics on the Bentonville lawn of founders Helen and Sam Walton to the star-studded spectacle held at Bud Walton Arena at the University of Arkansas si…
Walmart leaders note company history, push AI adoption · Talk Business & Politics · 2026-06-06For more than half a half-century Walmart has celebrated its successes annually with its employees and shareholders, from early picnics on the Bentonville lawn of founders Helen and Sam Walton to the star-studded spectacle held at Bud Walton Arena at the University of Arkansas si…
Walmart leaders note company history, push AI adoption · Talk Business & Politics · 2026-06-06Walmart Associates Week brings road closures, traffic delays to University of Arkansas Fayetteville drivers should expect road closures, parking restrictions and increased t
Walmart Associates Week brings road closures, traffic delays to University of Arkansas · Web Search Follow-upssets. The school announced a deal with Walmart in September 2024 that included an on-field logo on its 25-yard lines. It also added a jersey patch deal with Tyson Foods across all 19 men’s and women’s sports in March. “We’re at a disadvantage within our conference against probab…
Arkansas gets new naming-rights deal for Razorback Stadium · Web Search Follow-upSignal score3 - Pair 05Ebbing Air National Guard Base + U.S. Air ForceCo-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 6 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 — 5 evidence rows:Water system needs, budget priorities part of Fort Smith Board strategy session · Talk Business & Politics · 2026-06-28Water system needs, budget priorities part of Fort Smith Board strategy session · Talk Business & Politics · 2026-06-28Water system needs, budget priorities part of Fort Smith Board strategy session · Talk Business & Politics · 2026-06-28ith to support the F-35 fighter jets at Ebbing Air National Guard Base co-located with the Fort Smith Regional Airport. Ebbing was selected in March 2023 by the U.S. Air Force to be the Foreign Military Sales (FMS) program pilot training center
Lockheed Martin to boost job numbers in Fort Smith · Talk Business & Politics · 2026-06-25Officials from Fort Smith and Poland sign Friendship Pact, mark arrival of F-35 jets · Talk Business & Politics · 2026-06-18Signal score3 - Pair 06Bentonville Film Festival + BFFoundationCo-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 3 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 — 3 evidence rows:Film “Family Movie” at the 12th Annual Bentonville Film Festival Led by Geena Davis by Megan McLachlan May 14, 2026 in Featured Story , Festival Circuit , Film , News 0 Bentonville Film Festival takes place in Bentonville, Arkansas Share on Facebook Share on Twitter BENTONVILLE,…
2026 Bentonville Film Festival Announces Lineup · Web Search Follow-up2024 Festival Program - BFFoundation · Web Search Follow-upHome - BFFoundation · Web Search Follow-upSignal score3 - Pair 07Ebbing Air National Guard Base + Fort Smith Board of DirectorsPolicy
Ebbing Air National Guard Base and Fort Smith Board of Directors are connected through a policy (keyword: "approved"). The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
Co-mentioned in 3 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 — 3 evidence rows:Water system needs, budget priorities part of Fort Smith Board strategy session · Talk Business & Politics · 2026-06-28s first cadre of F-35 pilots trained at Ebbing Air National Guard Base in Fort Smith. On May 19, 2026, the Fort Smith Board of Directors approved a resolution authorizing the Friendship Pact, “recognizing t
Officials from Fort Smith and Poland sign Friendship Pact, mark arrival of F-35 jets · Talk Business & Politics · 2026-06-18s first cadre of F-35 pilots trained at Ebbing Air National Guard Base in Fort Smith. On May 19, 2026, the Fort Smith Board of Directors approved a resolution authorizing the Friendship Pact, “recognizing t
Officials from Fort Smith and Poland sign Friendship Pact, mark arrival of F-35 jets · Talk Business & Politics · 2026-06-18Signal score2 - Pair 08Walmart + Sam's ClubEvent
Walmart and Sam's Club are connected through a event (keyword: "Host"). The relationship keyword appears in the source passage where both entity names appear together, making this classification directly verifiable.
Co-mentioned in 4 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 — 4 evidence rows:Another Sam’s Club exec exits the company · Talk Business & Politics · 2026-06-10Sam’s Club names new chief operating officer · Talk Business & Politics · 2026-06-03U of A to Host Walmart Associates This Week; What to Know About Navigating Campus May. 25, 2026 Photo: Submitted The U of A will host thousands of Walmart U.S., Sam's Club and Walmart International employees next week for the company's annual
U of A to Host Walmart Associates This Week; What to Know About Navigating Campus | Arkansas News | University of Arkansas · Web Search Follow-upU of A to Host Walmart Associates This Week; What to Know About Navigating Campus May. 25, 2026 Photo: Submitted The U of A will host thousands of Walmart U.S., Sam's Club and Walmart International employees next week for the company's annual
U of A to Host Walmart Associates This Week; What to Know About Navigating Campus | Arkansas News | University of Arkansas · Web Search Follow-upSignal score2 - Pair 0985th Fighter Group + 33rd Fighter WingCo-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 3 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 — 3 evidence rows:Col. Ihde notes ‘hurdles and challenges’ with foreign pilot training center · Talk Business & Politics · 2026-06-21land, Czechia, Greece, and Romania. The 85th Fighter Group and the 57th Fighter Squadron, both under the Eglin, Fla.-based 33rd Fighter Wing, operate at Ebbing and are responsible for training F-35
Officials from Fort Smith and Poland sign Friendship Pact, mark arrival of F-35 jets · Talk Business & Politics · 2026-06-18land, Czechia, Greece, and Romania. The 85th Fighter Group and the 57th Fighter Squadron, both under the Eglin, Fla.-based 33rd Fighter Wing, operate at Ebbing and are responsible for training F-35
Officials from Fort Smith and Poland sign Friendship Pact, mark arrival of F-35 jets · Talk Business & Politics · 2026-06-18Signal score2 - Pair 10Tyson Foods + U.S. Securities and Exchange CommissionCo-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 3 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 — 3 evidence rows:John H. Tyson, grandson of Tyson Foods founder John W. Tyson, signed an amended employment contract that will extend to Sept. 30, 2029. Tyson is board chairman, a position he has held since 1998. The new contract replaces an agreement signed in 2017. Tyson’s continued employment…
Tyson board chairman’s new contract includes $40 million cash incentive · Talk Business & Politics · 2026-06-18John H. Tyson, grandson of Tyson Foods founder John W. Tyson, signed an amended employment contract that will extend to Sept. 30, 2029. Tyson is board chairman, a position he has held since 1998. The new contract replaces an agreement signed in 2017. Tyson’s continued employment…
Tyson board chairman’s new contract includes $40 million cash incentive · Talk Business & Politics · 2026-06-18nt signed on June 16 and filed with the U.S. Securities and Exchange Commission. Cole was COO at Tyson Foods for more than two years. He spent seven years as COO at George’s Inc., also ba
Tyson Foods to pay outgoing COO $10.578 million · Talk Business & Politics · 2026-06-17Signal score2
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