Inclusion Criteria:

* Eligible patients will have locally advanced cervical cancer suitable for primary treatment with chemoradiation with curative intent, in addition to:

* Federation of Gynecology and Obstetrics (FIGO) 2008 stage IB1 \& node positive, IB2, IIA, IIB, IIIB, or IVA disease
* Eastern Cooperative Oncology Group (ECOG) performance status 0-2
* Histological diagnosis of squamous cell carcinoma, adenocarcinoma or adenosquamous cell carcinoma of the cervix
* White blood cells (WBC) \>= 3.0 x 10\^9/L
* Absolute neutrophil count (ANC) \>= 1.5 x 10\^9/L
* Platelet count \>= 100 x 10\^9/L
* Bilirubin =\< 1.5 times upper limit of normal (ULN)
* Aspartate aminotransferase (AST) or alanine aminotransferase (ALT) =\< 2.5 x ULN (if both tests are done, both results need to be =\< 2.5 x ULN)
* Creatinine =\< ULN (Common Toxicity Criteria \[CTC\] grade 0) OR calculated creatinine clearance (Cockcroft-Gault formula) \>= 60 mL/min OR \>= 50 mL/min by ethylenediaminetetraacetic acid (EDTA) creatinine clearance
* Written informed consent

Exclusion Criteria:

* Any previous pelvic radiotherapy
* Para-aortic nodal involvement above the level of the common iliac nodes or L3/L4 (if biopsy proven, PET positive, or \>= 15 mm short-axis diameter on computed tomography \[CT\])
* FIGO 2008 stage IIIA disease
* Patients assessed at presentation as requiring interstitial brachytherapy treatment
* Patients with bilateral hydronephrosis unless at least one side has been stented and renal function fulfills the required inclusion criteria
* Previous chemotherapy for this tumor
* Evidence of distant metastases
* Prior diagnosis of Crohn's disease or ulcerative colitis
* Peripheral neuropathy \>= grade 2 (per Common Terminology Criteria for Adverse Events \[CTCAE\] version \[v\]4)
* Patients who have undergone a previous hysterectomy or will have a hysterectomy as part of their initial cervical cancer therapy; this includes patients with a prior history of supracervical hysterectomy
* Patients with other invasive malignancies, with the exception of non-melanoma skin cancer and in situ melanoma, who had (or have) any evidence of the other cancer present within the last 5 years
* Patients who are pregnant or lactating
* Any contraindication to the use of cisplatin, carboplatin, or paclitaxel chemotherapy
* Serious illness or medical condition that precludes the safe administration of the trial treatment including, but not limited to, ongoing or active infection, symptomatic congestive heart failure, unstable angina pectoris, cardiac arrhythmia, or psychiatric illness/social situations that would limit compliance with study requirements
* Patients who are known to be human immunodeficiency virus (HIV) positive