Research Initiation Award: Enhancing Robustness in Large Language Models for Natural Language Understanding through Comprehensive Bias Analysis

Fisk University (Nashville, Tennessee): Enhancing Robustness in Large Language Models for Natural Language Understanding through Comprehensive Bias Analysis. Its award of $420,596 is above the median of $398,990 (54th percentile). Dated 55 days ago, it serves as a historical benchmark. Score 40/100. As of 2026-11-03, from U.S. National Science Foundation Awards API.

Data as of · Compiled by Zalwin from U.S. National Science Foundation Awards API

award: $420,596 · 54th percentile of 2,990 NsfAwardPulse records · 1.1x the median

Free preview: all 10 published fields of this record are shown below. Locked: 37 related TN NsfAwardPulse records and the 5-column CSV export.

FieldValue
InstitutionFisk University
LocationNASHVILLE, TN
ProjectResearch Initiation Award: Enhancing Robustness in Large Language Models for Natural Language Understanding through Comprehensive Bias Analysis
Award amount$420,596
Obligated so far$420,596
Awarded2026-09-10
Period2026-09-15 to 2029-08-31
ProgramHist Black Colleges and Univ
Directorate / divisionEDU / EIT
Award ID2500032
award percentile54th of 2,990 (median $398,990, 1.1x median)
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  • Source agency: U.S. National Science Foundation Awards API
  • Record date: 2026-09-10
  • Data refreshed: 2026-11-03
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LIVE PUBLIC DATA Source: U.S. National Science Foundation Awards API · Last refreshed: Tue, 03 Nov 2026 18:10:42 GMT

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Peer benchmark and outreach value: Fisk University and 38 Tennessee peers

  • Tennessee NsfAwardPulse records like this one: 38
  • Fisk University's award: 54th percentile of 2,990 records
  • Timing: Low: older than 30 days
  • Estimated pipeline if you contact every Tennessee peer: $7,600 (peers × rate × deal size; an estimate from your assumptions, not a forecast)

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40 / 100 Budget Signal Score

  • Award of $300K or more.

What is the NsfAwardPulse record for Fisk University in Nashville, Tennessee?

Fisk University received an NSF award of $420,596 on 2026-09-10: Research Initiation Award: Enhancing Robustness in Large Language Models for Natural Language Understanding through Comprehensive Bias Analysis.

How does Fisk University compare to other Tennessee NsfAwardPulse records?

Its award of $420,596 sits in the upper half (54th percentile) of 2,990 records; the median is $398,990. It is 55 days old; check the official source for later updates before acting.

Fisk University vs. top 3 peers

OrganizationLocationAmountPercentileRecord date
Fisk UniversityNASHVILLE, TN420,59654th2026-09-10
Vanderbilt UniversityNASHVILLE, TN409,02753rd2026-08-06
University of Tennessee KnoxvilleKNOXVILLE, TN437,71356th2026-08-21
Vanderbilt UniversityNASHVILLE, TN440,41556th2026-07-31

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Award data comes from the NSF Awards API and may be amended by NSF. Institution-level only; investigator contact details are not included. Informational only.

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